{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 自动探针台热力图生成软件\n",
    "- 将测试软件放入data文件夹，一般是PMOS1.xlsx PMOS2.xlsx PMOS3.xlsx NMOS1.xlsx NMOS2.xlsx NMOS3.xlsx\n",
    "- 先运行下方第一个单元格，运行完毕后运行下方第二个单元格即可。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\envs\\starEnv\\lib\\site-packages\\scipy\\optimize\\_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    }
   ],
   "source": [
    "currentType = ['DrainI',\"SourceI\"][1]\n",
    "import os\n",
    "import pandas as pd\n",
    "import gTdev\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import display\n",
    "import numpy as np \n",
    "\n",
    "\n",
    "PMOS = gTdev.gtfile(location ='data',key='PMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "NMOS = gTdev.gtfile(location ='data',key='NMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "\n",
    "if PMOS[0].name.startswith('Run0'):\n",
    "    isATE=0\n",
    "else:\n",
    "    isATE=1\n",
    "\n",
    "def extractPara(AllCurves,dType):\n",
    "    dataOut = []\n",
    "    count = [0 for i in range(58)]\n",
    "    for curve in AllCurves:\n",
    "        import numpy as np\n",
    "        curve.y = np.abs(curve.y)\n",
    "\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        if a.isFailure():\n",
    "            continue\n",
    "        p,_ = curve.name.split('@')\n",
    "        p = int(p[3:])-isATE\n",
    "        count[p]+=1\n",
    "        c = count[p]\n",
    "        name = f\"{dType}-Vgs-4-{58}-2-initial-{p+1}-D{p+1}{'A'+str(c) if c!=1 else ''}\"\n",
    "        \n",
    "        try:\n",
    "            tc = gTdev.transcurve(curve.x,curve.y)\n",
    "            \n",
    "            dataOut.append([\n",
    "                tc.Ion.num,\n",
    "                tc.Ioff.num,\n",
    "                tc.OOR.num,\n",
    "                tc.getVth(mod=0).num,\n",
    "                tc.getVth(mod=1).num,\n",
    "                tc.getVth(mod=2).num,\n",
    "                tc.Gm.num,\n",
    "                tc.SS.num,\n",
    "                name\n",
    "            ])\n",
    "            \n",
    "        except:\n",
    "            pass\n",
    "    dataOut.sort(key=lambda x:int(x[8].split('-')[6]))\n",
    "    return pd.DataFrame(dataOut,columns=[\n",
    "        'Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS','name'\n",
    "        ])\n",
    "\n",
    "extractPara(PMOS,'P').to_csv('./extract/autoPMOS.csv')\n",
    "extractPara(NMOS,'N').to_csv('./extract/autoNMOS.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果不需要生成所有图像，可以修改第五行的内容，删去其中一部分参数。\n",
    "```python\n",
    "['Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS']\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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AEhEREeUZBkAiIiKiPMMASERERJRnGACJiIiI8gwDIBEREVGeYQAkIiIiyjMMgERERER5hgGQiIiIKM8wABIRERHlGQZAIiIiojzDAEhERESUZxgAiYiIiPIMAyARERFRnmEAJCIiIsozDIBEREREeYYBkIiIiCjPMAASERER5RkGQCIiIqI8wwBIRERElGcYAImIiIjyDAMgERERUZ5hACQiIiLKM3KuCyAi0jUdmqJBS2uzf+uKhnRMQWI8jvh4HMlAEqlgCsmpJFLhFNKRNJSYAiWhQImmkY6mkY6koSZVaGkNalqDrmrQFR2aqgF65r8pyiJEiwiIAqDpEC0iZIcM0SJCssuQLCJklwyL2wqr1wqrx2L8XGCFrdAOh98BR4kdNp/NuJ5VMq5rESFIIgRJgCjzOzYRmRMDIBEtCV3TjT/qdNhTNOPnlIpUKIX4eAKJiTji4wkkpxJIhVJIhVJIh1NIRxUoMSPkzYQ+NaFCTanQUhqUhAItpZ3ZggVAskmQrBJklwzZLkOyy5CdMiwuCywuC6xeK2SnDKvHCluhDTafzfi70A57oQ22Ijtkh2yEQUmEIBuhUBAFCKJwZuslIjoJgq7r+vEvRkR0YnTdCHrQdKhJDZqqQUtpSE4lEBuNITYUQ2wkhsRUAkpcQTqSRnIqabTwBZJIBpNIh9NQkir06ZY7XYfxH/3ov2H8sES/1HRWEwRh9mcIAgTBOCeIAmS7DKvXCotnusXQazUCoc8K2WmB1WOF3W+Hs9QJZ6ULDr/DaDmcbokUJMH4IzAYEtHZxwBIRKdltvs2pUFNKkgGkogORhEdiiI+ZnTdJgNJJCYSiI/GjBa+yQTSsTS09HTA0/TpoKcvXag7W4SjQVEQjb9F2ehWtnqtsBfb4ShxwFnmNAJigQ2OUgdcFS64qtywF9sh242uaNEisqWQiM4KBkAiOmlqUoWSUJCYSCDSH0F0MIL4WByJ8QSiw1FEB6OIjcSQCqWgxBRoKXW2+1fXzsJbzpzQBUGAICK7JU2cbrGbtmCr4tzWRgC6epZqFYXZMYKSXYbVY4Gz1Al3jQeuChfsRXbY/Xa4V7nhrvbAUeIwQqFVZAshEZ0RDIBEdFxaWkU6piA2FEW4N4zokNHCF+mLINwTMsJeMAUloUJLqdBUfbb79pQJgCCJEGUjLElWCbJDNv44ZUg2CaJFgmQVj07csEnTY+wAQT7aeiYIwmwXK4DZVkdNOTpucGZsoq7qUFMqdEWDmlChJFWoCQVqUoWa0qBE01Dixv/PjmNUTvN3BWYDoWgVIVklWNxGKPQ2FMBT64GzzAlnmRPuag/cVS5YvVaIFun0/lEiylsMgESURdd1pEIpRAejiPSFERuOITIQQbA9iGBnEInxONIxBUpcgT49oeNUApAgCZBskjGpwmOMk5sZR2dxWSDZpaPn3dPnC4xzstMCySoaoc8qQbKIEG0SREkAZrpg5zSWCaIRDGd/Rw3QtTkBUMdsMFST6uzvpcRVKDEj9CkxBeloGqmgMUFFSRj3wcxYxnQ4hVQ4PT1xxZiVrCSM2zoVgihAtIqzwdfqtcJT50VhS6ERCsudcFW64a5yw1Zkgyhx1jERnRgGQCICAChxBbHhKCKDUcQGowj1hDC5fxKhzqCx9EokPdsSdrJdo4IkwOK2wFZgg7XAGAdn9dpgccmwFdnhKHbA7rfDXuwwznmskGwiBFmEKImz4+FESTBa9qSjs2hnxtnNnaBxOt2kcyeY6LoxmUWfDoYzXdgzIXFm2Rpd0aCmNKTDxjI1iamEMeZxzFjCRpkOg6lgCslQConxOFKhlDEG8qTuSGNmstEKasxC9lS74VtdiILGgtkw6K5ywVpgO+X7gIhWPgZAojyl6zoS4wmE+8KIDkQQ7gtjcv8kgkcCSEwkjNm40enxeycR+GSnDHuRHbYiYykUq89YHsVZ7oSzzAV3pQvOcidkp8VYe88uQbRJkCySsUzK9MSH5TjWTZtZd3C69VBNqFCTCtSU8XMykEBsKIZIfwSRgQgSkwmkQ6nZwJiYSCAdSZ/UvylaRVicFsguC2wFVnjrvSje4J8NhN46D5zlLk4mIaIMDIBEeUTXdaM7tz+CcG8Yk3snMLZzFJG+CNKxtLH8Slw54cAnWkU4y5ywFzuMGa5FNjgrXPDWeeGt9cJR5jS6cm0iZIfFWFfPbiyYvBwD3unQdX123UMloUKJKbPhMDEeR7DD6F6P9EeQnEogGTBaCmOjsZNa41CyScb6hA4ZjjInSjaXoOScEniqPXBXu+GqdHOBaiJiACRa6XRNN7p2B6IId4cw+vooxnaMIjYan11s+YTGqAmAZJfhLHEYrXvFdnhqPCheV4yCZh8cfgckuwTZLkF2WWZ31ci3oHcqNFWDMr3YtZIwJp3EJxIIHJzC5P4JhHvCSAaTSE4lER2OQokpJzbmUoCxe4nHAnuRHcUb/Si/uAK+Zh/cq9xwljo4kYQoTzEAEq1Auq4jGUgi0hdBsD2A4ZeHMf76GOITcSQmjF02TiRAiBYRjhIHHKVOOPx2eOsLULy+GAVNPtgKbbBMdztaPFZ2MZ5hM6EwFUwiPT35JNQZxNjOMQSPBBAfjyMxmURsJAY1cWKBUHbKsBcbYy2L1xej4tLpMFjtgcPv4GNIlEcYAIlWCF3XkQ6nERmIINQZxOj2UYy+Nmqs0TcaRyp8/NAniIIxGaPIDmeZE546L/ybSlC4uhA2n83Y3aLQBtkps2Vviem6MfEkOXl0m7xwTxjje8YRODSF2EhsdtLJzALbixJgdBGXOOAoccC/0Y+KSyvha/bBtcoNm8/Gx5dohWMAJFrmNFVDpH869O0Yxej2UYR7w4gNRY3u3WMtvCwAklUyJmhMrzlXuKYQRa1FcJY7Z/e1tbgtDAQmo+v67BZ7iUlj5nHwSADju8cRODxljPUcjB6/dVAwWgadZU64V3ng3+hH2QVlKFxdCHeNB5JN4mNPtAIxABItQzMzeCMDEUzsGcfQC0OYOjSFSH8Yyank7NZqC5oeF+aqdMFZ5kRhayFKzymFt94Lu98Be5EdVq/16NIqtCzMtBAmxuKITyQQ6QtjdMcoJvdOIDIQQWQginTkOK3AAowFqMtdKGgsQMXFFfBvLkFBQwGc5U5OHiFaQRgAiZYRNaUiOhBBsDOEoRcGMbpjFOGeECID0WPvvDH9wW6sE+dC8Xo/SraUGFuPlTvhKHMu26VXKJuuG2sVpgJJxEbiiPSHp1uHR4yt+4Zixw2DgijAVmSDe5UHxRuKUfWGKhStL4a3zgvJzlZBouWOAZDI5GZ25Yj0Ga19A38cmJ0ZesxxfTNde6VOuCpdKNlSivKLyuGuMbYVc/gdbOXLE7qmIx1JI9IXRqgnjLHXRjHy6ggi/cYuL0r8GN3Ec4YJFLYWoerKKpSdVwZvvRe2IjufP0TLFAMgkUnpuo74aByh7hBGXx3B0F+GMHVwEuG+yDFb+ySbBLvfAWepA/7NJSi7oBy+5oLZmZ4MfflN13SkwimEu0MIdgYx/NIwRneMIjYcQ2IiDjWhLnpdQRRg9dlQ2OJD2YXlqLqiCoWtRXCUOrgNHdEywwBIZDJqSkV8JIapwwEM/mkAI68MI9gRRGIysfgCzQJgL7bD4XegeMP0IP41RfDWeuGsYPcuZdN1Y5xofDyOUGcQgcPGckETu8cRG4khGUguvlXd9Cxib30Byi8qx6o3VcO/odgYJ8h1BYmWBQZAIpNQ4griY3GMvT6K/mf7MfbaKIIdwcW75wQY6/D5bPDWe1F+cYWxZEtrITzVbmPPXIY+OgEzu5REByMIdgQxsXcCQ38Zml1vMB1OLzqbXLSI8DYUoOz8Mqx64yqUbCmBs9wF2SEv8W9BRCeDAZAox4zgF8PIKyPof7YfI6+OINQVWrSbV5AEWL1WOMucKD2/DKXnlKKwtRC+1YWwFdi4mC+dFl3XocYVhLpCCBwJYGT7CIb/MoRwbxjJ4OK7xgiSAE+tB6XnlKLyilUov7AcrgoXZBfXjCQyIwZAohxRYmnERuMYeXkYA38awMjLwwj1hBf9gJXsEqwFNhTUe1FxaSX8m0tQvKEY7lVudvHSWTGz3NDkgUmMvT6KoT8PYnL/JBKTiUXHCgqiAGeFC6XnlqLi0gpUXFIJT62Ha0kSmQwDINESU5MqosNRjLxkBL/hF43WlQXH903P5HUUO4x9XC8sh39LCfzri2HxWvmBSktiZo3BwJEARrePYvjFIYxuH0FsZPEZxDMTRsrOL0PVlVWounwVvHUeyE7L0v8CRJSFAZBoiagpFYnxOEa2j6L/mV4MPj+IcE94wbFVgiRAsktwr/Kg/MIylJ5fDv8mPwpbCiFaObaPckfXdGNdwe2jGPzzoPEFpi8MNa4uPE5QAGw+G8ovqkDVlatQdXklPDUMgkS5xgBIdJZpiobERAJjr41i4PkB9D/Th2BHcMEWP0ESIDtkeGq9KL+wDBWXVaL03LLZbl4is5jpHh55dQSDzw8Yk0Y6AlBii09ashfbUXZBOaqvqkbVFVVwV3sgWTlrmCgXGACJzhJd05EMJo2Wkj8NoO/3vQh2BBdcWkMQjRY/X7MPFZdWouLSCpSeVwaH38HgR6am6zrSoRRGdxiz14f+MoipQ1PHDYIVl1ai9tpaVL6hCs4KJ9cRJFpiDIBEZ4ESS2Ni3yT6ft+Lnie7MXVoClpqgckdAiDZZRS1FqL8kgqsunIVSs4phc3H2by0vOi6DiWqYGznKPqf6cfAn/oxeWAKamLxIOiqdKPq8krU3ViP8ovKubMI0RJiACQ6gzRFQ7AjiP4/9KH7t90Y3TEKNa4seFnRIsLX7EPl5VWoubYWJVtKYHFb2BJCy146msb4rnH0/b4X/c/2Y+rQMYIgAG+DFzVba1B/cyNKtpRwDUGiJcAASHQG6JqO2HAU/c/2o+fJbgy9OIxUMLnwOD9ZhLfWg4rLKlFzTS3KLiiDzWeDKDP40cqhqRqUqILx3WPoa+tD/x/6MHV48ZZw0SKieF0x6t/cgLqb6uGt9/I1QXQWMQASnSYllsbQX4bQ8VgHBp7rR2w0vuBafoIkwF3lRtmF5ai9vhYVF1fAXmzn1lm0ommqBiWSxtjOMfT8rgd9bb0I94YXHQsruywov6AMjW9pRs21NcZwCHYLE51xDIBEp0hTNEwdnEL3b7rQ9XgXgp3BBbt7BVGAvcSBsgvKUHd9HSovq4Sj1AnJxuBH+UNTNaQCSQy9OIzep3rQ/4c+xEZiC7eSiwJclS7UXFODprc2w7+5BLKd3cJEZxIDINFJ0jUd8bE4Bv7Yj/ZHjmB0xyiSU8nsCwqArcAG/5YS1F5bi+qrq+GqcvODjPKapmiIj8Yw+OdBdD3RhaHnB5EKpRZcQ1ByyChaW4TG2xpRd1M93KvcHCNLdIYwABKdBC2tYvS1MbQ/egR9v+9DpG/hHTwkh4zi9cWouaYGNdfUoqChABY3F74lmqGlVYR6wuh/pg+d2zowvnvcWDpmAfZiOyovr0LLnS2ouLSSryWiM4ABkOgE6JqO6GAUvU/3oOOX7RjbOQYlukB3ryyioLEA1VdVo/a6WhStL4a90J6DiomWByWhYGLPBHqe7Eb3b7sR6lxkrUxZRNGaQjTc0oj6N9fD21DASSJEp4EBkOg41JSK0e2jRqtfWy8i/ZGsy8yM86u8rBJ1N9ah/KIKuCpcOaiWaHlKTCYw/NIQun7dhf7n+pEYiy/YLTzTGth4WyOqrlwFi9vCSSJEp4ABkGgRs61+bb1of+QIxl4fhZpQsy4nOWSUbC5B/ZvrUXNNDbz1BVzEmegU6LqOSF8Y/X/oR9fjnRh5ZQTpSDrrcoJsrKHZcGsD6q6vQ2FrIWfTE50kBkCiBSgJBWM7RnHkkSPof6Zv4VY/SYCn1jO7gK1/kx8WF8cmEZ0uNaVicv8kuh7vRPdvuhFsDyw41tZaYEXFpZVovLURq66u5pIxRCeBAZBoDl3XERuOoefJbrQ/2o6RV0cWXNPP6rWi7MJyNN3RhKorV8FZ5sxBtUQrWzKYxMAfB9D+yBEM/mkAqVAq+0IC4K33ouGWRjTc0oCitUVsDSQ6AQyARNO0tIrxXeNof/QIup7oRnRg4bF+njoPGm5uRP0tDfBv8rPFgegsmzo4ic5fd6JzWycCRwILfimzeCyouLgCzXe1YNUbjdZAIlocAyARgMRUAgPP9ePQjw9h8PmBBbersrgtKD2vFM13tqDm2lrO7iVaQqlwCgN/HMCRnx82WgODC7QGAihoKkDznS1ouLURBQ0cj0u0GAZAymu6piPYEUTnrzrQ/mg7Aoemsi4jiAJcVS7U3ViPprc0oeScUrb6EeXI1KEpdPyyHV2/nm4NXGRsYM21tWi5qwXlF5ZDdnJsLtF8DICUt5S4gpFXhnHwhwfR+3TPgrMNJYeM0i0laL6rBXU31sNexFY/olxLR9Lof7YPhx4+hOG/DC08NhBA6fllaH1HK2quq4WzlON0ieZiAKS8lJiIo+epHhz43n6Mbh9d8DKOMidqr6vF6rtXo+yC8iWukIiOZ+rQFI789DC6nuhEqDO04LqBrio3Vt+9Gs13NnOJJqI5GAApr+iajlBXEEd+dgSHf3oIkb4FJnrIIorWFqHlrhY03tHElgMiE0uFUuh9qgcHfngAY6+NLridnMVjQe31dVj7V2tRcm4pJCtnCRMxAFLe0BQNI6+M4MD39qHr8S6oyexFnW0+Gyouq0Tru9ag+qpqthYQLRNjO8dw8AcH0Pt0D6KD0QUvU35ROdb/9QaselM1rF7rEldIZC5yrgsgWgpqUkVvWy/2PLgbwy8OZV9AALx1XjTe3oTmu1rga/IteY1EdOpKNpfAXeWGb7UPhx8+hMn9k1kTRIZfGkZ8PI7YSAyNtzfBUeLIUbVEuccWQFrxUsEk2n/Zgb3f3LPwLF9ZhH+TH+veux71N9XD4uaMQaLlSlM09D/bj/3f2YvBFwahRLO7hO1+O1bf3Yo1f7UGnjovZ/VTXmIApBUtOhjBgR8ewMEfHEBsOJZ1XnLIqL6qGuveuw6Vl1fxg4BohZg8MIn9/7sPXb/uRHwsnnVedsqov7kB6+9fj+KNfoiSmIMqiXKHAZBWJF3XMXVgCnu/tQedj3UsuEyEo8SBxjua0PquNShaU5SDKonobIoORXHkp4dx8EcHEOoKAfM+7USriKrLq7DufetReXkVZDtHRVH+YACkFUdLqxh+ZQS7/3sXBp7rh5rInOwhiAIK1xRhzb1r0Hh7I+zFHAdEtFKlI2n0PNWDfd/ei9Edo1nbyAmSAP8mP9a8ex0abm7g5BDKGwyAtKKoSRXdv+3Cngd3Y3THaPY3fotozAR8/0ZUX1UNycblIIhWOl3TMfLyMPb8zx70/b53waVivA1etL5zDVrf2covhZQX2N5NK4YSS6P9F+3Y/fXdC072kJ0yaq6txfq/3oDS80o55ocoTwiigPKLK2DxWGEvtqPzsQ4kA8mMy4Q6Q9j7zT1IBVNY+561cFd7clQt0dJgCyCtCInJBA79+CD2/+8+hHvCWecdZU40v7UZre9aA1+zb+kLJCJTiPSFcfhnh3HooYMI92a/V9h8NjTc2oi1961D0doirgVKKxYDIC17kf4IDvxgPw4/fGjBBWB9qwvR+q5WNN3eBGe5KwcVEpGZJKYS6H68C/u/tx8Tu8eztpCb6S1Ye986lF9QBtHCoSK08jAA0rIWODyFvd/cg45tnUhOJjJPCsbisBs/uAk119bC4uL6fkRkUOIKBp7rx95v7sHgC0PZk0NkEZWXVWDD+zei6spVHC9MKw7HANKypOs6xneNY/fXdqH36R6kI+mM84IsovzCMmz60GasuqoaoszxfkR0lOwwWvmsXiss7t3oe6YvY8UAXdEw8NwA0lEFqXAKdTfUQXbySyStHAyAtOzMzOjb+eXX0fdMX9Z2T6JVRM3WGmz84CaUX1SRoyqJyOwEUUDFpZWweq2w+mzo+nUn0uHML5Ojr47g9XAKqXAaTbc3wlpgy1G1RGcWu4BpWdFUDYPPD2LnF1/D4PODWedlp4yGWxqw/q83wL+pJAcVEtFyFOoOYf//7sOhHx3MmiEMAJ46L9a9bx1a3r4a9kJ7DiokOrMYAGnZ0BQN/c/04fUvvIaRV0eyztt8NjS/vQXr7luHgkbf0hdIRMtabCSG/d81QuBCE8pclS6se996rhVIKwIDIC0LWlpFz1O9eP2/dmB813jWeUeJA2vvW4c1967hTF8iOmWJqQQOP3wIB763H8GOYNZ5Z4UT6+5bj9Z718DhZwik5YsBkExPS6vo/k03Xvv8Dkzun8w676pyY/1fr0fru9bAxvE5ptLW1pbrEijPbd269aSvk46m0f7oEez95l5MHch+z3GUOLDufeux5t1rGQJp2eIkEDI1TdHQ/dtu7Ph/OxZ8I3ZXu7Hxg5vR+o7VnKFnUlu3bsVkSEMkph3/wkvE7RRR5BXR1taGrVu3IhjVEcse9pUzThtQ4BJm65sMqojEzfNd3e0QUFQgzdYXS+pIZu+uljM2GXDahFP+AmJxWdBy12pINgm7/3s3JvdPZGwrGR+LY++39kCQBKy5dw27g2lZYgAk09IUDT1PduO1RcKfp86LTR/ejNV3r+YaXSY2GdLwyW8FoajHv+xSkSXgM/cXAACCUR3f+I0G1Tz5FJII/M2NxtJFk0EV/2LC++9fp++/WFLH07t1aObJpxAF4JqNp3cbkk1C0x1NAIA9D+7GxN7MEJgYT2DvN/dAEAWOCaRliQGQTElTNfQ+3YPX/t/C3b4FzT5s+vBmNL+1meHP5CIxzVThBQAUFbMtkrEkTBX+AKOemRbJSFw35/033SKZVGCq8AcY9ZyJFknRMhMCBez9n90Y3z2e2RI4Gsee/9kDCEDrOxgCaXnh6rhkOpqqoa+tDzv+c7vxrXse3+pCbP77zWi5k+GPiM4u0SKh8fZGbPzbTSjZUgLM2xo4PhLDvm/txeGfHkZiKrHwjRCZEAMgmYqu6eh/pg/b//0VTOzJDn+FrYXY9OFNaH5rM/fnJKIlIVklNNzeiI0f3ITSc0uzQmB0MIo9D+5Gx6PtSAZNNJiU6BgYAMlUBp8fwI7PbV8w/PlafNj4wU1oegvDHxEtLVES0XBLIzZ9eDNKzyuDIGamwOhgFHu+sRtdv+rM2pqSyIwYAMk0RreP4LX/twNjr41lnSto9mHjhzaj6a3NkKwMf0S09ARRQN2N9dj8d5tRem5pVggMdYWw+8Hd6HmyG0qMIZDMjQGQTGFi7wRe/+LrGPrLUNY5b4MXmz5kdPsy/BFRLgmigNrr67DxQ5vg3+TPOh84NIVd/70Lvb/vg5oy2ewdojkYACnngh0B7PrK6+h9uifrnHuVsc5f89taOOGDiExBEAXUXleLDR/YiOL1xVnnJ3aPY8+DuzH84hB0s02RJprGAEg5FekLY/d/70bXb7qhq5lvlI5SBzZ8YCNa3s7wR0TmIlok1L+5ARs+sBG+Fl/W+dHtI9jz4O4F9y0nMgOuA0g5k5hKYN939qH9F+1Q45mLdtkKbVj/1xuw+h2tkO18mhKR+Ug2CQ23NiIdTWP313Yh3BuePaerOgb+OADZZYHFKaN4Q3Z3MVEusQWQckJJKDj00EEc/ukhpMOpjHMWjwXr3mvss2n1WHNUIRHR8ckOGU1vacaa96yFo8yZcU5Nquh9qgf7vrMXoZ5QjiokWhgDIC05La2i/edHsO/bexEfjWeck+wSVt+9GmvvWwd7oT1HFRIRnTibz4bVd7dizb1rYPPZMs4pMQWd2zqx/zv7EBuN5ahComwMgLSkNFVD92+7sfvruxDpj2ScEy0iGm9vwvr3b4Rz3jdpIiIzc5Q40PqOVjTf1QKL25JxLhVK4dDDh3DwhweQDHChaDIHBkBaUoPPD2Lnl15H4HAg84QAVG+twca/3QRvnTcntRERnQ53tQdr71uH+lsaINkzJ64lJxPY/7/7cORnh5GOco1Ayj0GQFoy43vGsftrOzG+azzrXMXFFdj04c0oWluUg8qIiM4MX5MPG/9mI2quqYUgZ37ExoZj2P/dfeh5shtammsEUm4xANKSiA5GsOfB3Rj440DWueINxdj8D+eg/MLyHFRGRHRmFa0rxsYPbkLlpRVZ+wYHDgdw4Hv7Mbp9NDfFEU1jAKSzTomlceAHB9D9m66stf689V5s+rstqL6qOkfVERGdeaXnlWLD32xEyeaSrHNDLw5h77f3YurQVA4qIzIwANJZpaVVHHr4EA784ADS4cxxL44SBzb8zUbUv7k+R9UREZ0dgiCg6o2rsO596+GtnzeuWQe6f9OFA9/fz5nBlDMMgHTW6LqO7id7sOfB3YiPZL7JSQ4Zq9/Ziqa3cX9fIlqZJKuEuhvqsPqeVtiLM5e10lIajvz0MA7/5BBS89ZCJVoKDIB01oy8MoJdX92JUFfmAqiCJKDx1gZjzawC2yLXJiJa/qwFNrTcvRqNdzRlLQ+TDCSx/3/3oee33VBTnBRCS4sBkM6KcG8Yex7cjbEd2QOdK99QifV/vQGeGi73QkQrn6vChXX3rUPNNbUQrZkfu5G+CPZ9Zy9GXh6GruuL3ALRmccASGecEldw8IcH0PNkd9a5orVF2PjBzfBvyh4YTUS0UvlaCrH+r9ej/KIKCGLm1ODR7aPY/919CB4J5KY4yksMgHRG6ZqOzm0dOPijg9DSWsY5R5kT6/9mI2f8ElFeKrugHOveuw6+1YVZ53qe7MGhHx9CYiK+wDWJzjwGQDqjhl4cwp7/2ZM96cMmofUdrWi4pSFHlRER5V711hq03NUCZ0XmdpdqUsXhnx1G1xNdUOJKjqqjfMIASGdMuDeEPQ/uxsTueTt9CEDtDXVofdcaWD3W3BRHRGQCsl1G850tqLuhHhZP5qSQ+EgMB75/AMMvDnE8IJ11DIB0RihxBQcfOoi+3/dmnSs5pxTr718PT40nB5UREZmLs8yJte9Zh8rLqiBImeMBx3eO4eCPDiLYHsxRdZQvGADptOm6jq7HO3H44UPQUpnj/lyVLmx4/waUX1SRo+qIiMynaG0R1t63DkXrirPO9f+hD+2PHEEykMxBZZQvGADptI29Pob939mH6GA047hkl7Dmr9ai/maO+yMimm/Vm1ah9R2tcFW6Mo6ngil0/qoDvU/1QEtzfUA6OxgA6bTEx+M48P39GHl1JPOEANTfVI/V72jlTh9ERAsQBAGNtzei9oa6rPUBA4cDOPLzw5jYO5Gj6milYwCkU6apGjq3daDnt91Z50o2l2Dte9fDVeHKviIREQEA7MUOrLtvHSouyR4mM/LqCDp+2cGlYeisYACkUzby0jAOPnQQiYlExnFboQ1r3rMOZReU5agyIqLlo7C1CGvfsw4FTQUZx9PhNLqe6ELXE13cKo7OOAZAOiWRgQj2f3f/gku+NN7ehIY310MQhIWvTEREGaqvrllwv+BwTwjtj7Znv9cSnSYGQDppmqIZA5TberLOlZ1fhjX3roG1wJaDyoiIlifZIaPlzhZUb63J3CpOB8ZeH0X7L9qRmEwsfgNEJ4kBkE7a8EtDOPKTw0iH0xnHneVOrLt/A4o3+HNUGRHR8uWtL8Dqe1pRtD5zaRglqqD3qR50/6YLmqItcm2ik8MASCclNhzFwR8exMS+zJlpokXE6ntaUXd9bY4qIyJa/iourUDz25phK7JnHA/3hHHkZ4cxvmssR5XRSsMASCdMUzV0/roTvU/3APN2Kaq6vAqr39EK2WlZ+MpERHRcsl1G3U31qLmmBqLl6Ee0rukY2zmG9keOsCuYzggGQDphIy+P4PDDh5AKpjKOe2o9WPOetfDWeXNUGZmZ2ylCNtlSkLJk1AUAThsgmeydUBKNugDA7RDMef85jHFqNhkQTTbfSxSMupYrb60XLXe1oHhj5nAaJaqg53c9xgLRKruC6fQs45cILaX4WBwHHzqA8V2ZM9Ekm4Tmu1qw6spVOaqMzK7IK+Iz9xcgEjPPB5bbKaLIa6S+ApeAv7lRRMxEu245bUZdAFBUIOFf7y9AJK4f51pLx+0QUFRgpFKnTcA1G4GkkuOi5rDJRl3LWdn5ZWh+azMifWHER4+uAxjpi+DIzw+jaH0x/BxvTadB0HXdPO8qZEq6ruPAd/fjlX99Oav1r+baWlzyH5fAW1+wyLWXt7a2tlyXQEQr2NatWxc9F+4NY8fntuPIz49AnzP5Q3bJWPueddj8kS2wF9oXvT7RsbAFkI5rYs8EjvzscHbXb40Hre9sXbHhb8bWrVsxHlAQjpqnBcvjEuH3yWhra8PWrVuRTGtQVPN8l5MlATaLOFtfOA4k0se/3lKxWwCPA7P1BSI6Yknz3H9OmwCfW5itLxTTTddC6XUerW8qrCGaMM/957ILKPQcff5NhjRTtkAf7wump8aDhlsbMbF3ImMdQCWqoOe33Sg9pxT1tzRwzVU6JQyAdExKXMHhnxzC6OuZM88k+3TX7xtXftfveEDBx740irSJurgsMvD5j5QCAJJpDTs7wzBTW74gAJsbPACAcBz42QuAmYYsSSJw56XGz4GIji8/loZioo0WZAn4+9uMCVWhmI5vP6Wb7v5737XGz1NhDf/5cNx099/H73YAACZDGj75raDp6vvM/Sf2xbn8gjI03taISG8YycDRbwHBziAO/8zoCvY1+c5SpbSSmWzoM5lN3zN96H6iK6P7AQAqL6tE89ua82LWbziqmSr8AUBawWyLpKLqpgp/AKDrmG2RTKTNFf4Ao56ZFslYUjdVOAAARcVsi2Qsac77b6ZFMpow5/030yIZiWmmrO9EWyStBTbUXleL8vl7BevA0AuD6H68C+mIiZrXadlgAKRFRQYiOPyTQ4j0RzKOO8qcaHpLMwoafbkpjIgojxQ0+9B0RxO8DZkrLaTDaXQ81o5xbhNHp4ABkBakpVV0buvAwB/7M44LooDa62pRfXV1jiojIsovoiSi8vIq1N1YD8meuSbQ5L5JdPziCGKjsRxVR8sVAyAtaGznOI787DCUaGbfZ2FrIZre0gR7sSNHlRER5R+H34G6G+vhn7c2oK7p6H6yG8MvDUPXTDYWhEyNAZCyqEkVXb/uxOSBqYzjkk1C/c0NKD2nNEeVERHlL/+GYjTe3gRHSeYX8NhQDB2/aEd0ILLINYmyMQBSlqEXBtHzu+6siR/lF5Wj/uaGvJj4QURkNrLTguqtNah8QxUEKXPpl/5n+9H3TB+UuMlmrJFpMQBShmQwiY5tHQh1hjKOWwusqL+lEYWrC3NUGRERuVe5UXdjHTw1nozj6XAK7Y8cQagrtMg1iTIxANIsXdcx8Fw/+p/pyxpLUnl5FWquroZgtk0/iYjyiGSVUH5xBaquWAXRmvkRPvraKHqf6kE6ymVh6PgYAGlWpC+C9kfbER2MZhx3VjjReGsj3NWeRa5JRERLxVHqQN2NdVk9MmpCRcdj7QgcCeSmMFpWGAAJgDGTbOC5fgy9MJh1ruaaWlRdUZWDqoiIaD5RElFybilqrqmFxZM5Jnvq0BR6fteNVNBEeweSKTEAEgAg1BVE1687kZzKfNMoaCxAw62NXPaFiMhE7IV21F5fi+L1fmDOyBwtpaHrV50Y38PFoenYGAAJmqqh75l+DL8ynHlCAGqvr0PpuVz2hYjIbApbi1B7XS2sXmvG8cCRAHp+14PEZCJHldFywABICBycQtfjnUiHMwcOF2/wo+GWBlg91kWuSUREuWJxWVBzba3xJX1OK6Cu6uh9uhdjr43mrjgyPQbAPKel1QXfKESLiMbbGlE8b9V5IiIyj5lhOvMXhw51BtHb1sst4mhRDIB5bmLfJLp/2wUllrl4aOm5pai5thaSVVrkmkRElGuiLKL6qmqUX1SRsTi0rurof6YPo6+O5LA6MjMGwDymJBT0PtWDiT0TGcclu4SGWxvha/blpjAiIjphrko3Gm9rhLPMmXE81BVCb1svIv3cIo6yMQDmsYk9E+h9qgdqUs04Xn5xBaq31kCU+fQgIloOKq+oQtmF5ZmtgJqOgWf7MfzyMHRdP8a1KR/xEz5PqSkVQ38ZxOSByYzjFo8FDTc3wFvvzVFlRER0suyFdjS9pQmuSlfG8Uh/BIN/6kd0ILrINSlfMQDmqWB7EIPPD0JNZLb+VVxaiao3roIgcMs3IqLlpPKyKlRcUgnRcvSjXdd0DL0whJFXh49xTcpHDIB5aurQJKbmtf7Ziuyouz57k3EiIjI/q9eKhlsasloBw71hDPxxANEhtgLSUQyAeUhTNYR7wkgGMnf98DUVoPS8Mrb+EREtUxWXVqLs/DIIc8Zwa2kNwy8OYXQ7ZwTTUQyAeSg2HEOgPZDR/SvIIgrXFMFRyi3fiIiWK6vXitob6uCe1woY6gph6IVBJCbiOaqMzIYBMA+Fe8IIHJqCrh2dFWYvtsO/qQS2Au76QUS0nFW+oQol55ZCEI/25mhpDcMvj2Ds9bEcVkZmwgCYh2IjUUQHM8eCOIrtKGzxQbRw4WciouXM4Xeg5poauKoyWwEDh6cw+OdBpMKpHFVGZsIAmGd0XUd8LIHUvH1/bUV22IvtOaqKiIjOpMrLquDf6M/YI1iJKRh5eRiT+yYWvyLlDQbAPKMmVMTHYlCTc7Z+EwBXhQsWlyV3hRER0RnjrHCi/JIKOEozdweZOjSF4ReHoSlajiojs2AAzDPJqQSiQ1Fo6aMvfovbAm+dF1afLYeVERHRmSJKIirfUIXi9cUZx1PBFEa2jyDUFcpRZWQWDIB5JjYaR2w4BszZFcjqtcFd44HFzRZAIqKVwtdYgNLzSmH1Hp3cp2s6JnaPY/iloRxWRmbAAJhn4qOxrAkgVo8FrgoX1/8jIlpBZKcFlZdWorC1MON4dDiG4ReHkJhK5KgyMgMGwDyTmEwiOe9Fb/FYYStk9y8R0UpTvMGPki0lkGxHV3jQFQ3juycw9hqXhMlnDIB5RNd1pEKprP1/LS4ZFqeco6qIiOhssXqtKLugHJ46b8bxUHcQA3/sh5pSF7kmrXQMgHlE13SoCQVqOvMFb/PZIDs5/o+IaKURRAEl55SiZHNJxsLQSlTB+K5xBNuDOayOcokBMI9oaQ2pUApa6ugMYEEUYPPZITvYAkhEtBI5y50oPbc0a6vPYHsAg38ezFFVlGsMgHkkFUohPh7PWP9JdsqwF9szxocQEdHKIdtllJ5XiqJ1mUvCxMfiGN0xgsQkJ4PkIwbAPJIKpowX+pwlYGSXBY5SB2QHAyAR0UpV0FAA/yZ/xpd9La1h6sAkxndxMkg+YgDMI6lgEqlAMuOY7JBhL7RzD+Bj8LhEWEzWQ26RjboAQJYEmG0FH0Ew6gIAuwWQTPZOI4lGXQDgtAmQTfb0lyWjLgBw2sx5/zmnFw5w2c15/7nsxv3ndoqmrM/tXNoH1eK1omRzCbz1mZNBwj1hDP55kJNB8pDJPtbobEqFU0gGMzcBlx0yl4A5Dr9Pxuc/Uopw1DxbJ3lcIvw+4+Vrs4jY3OCBourHudbSkSUBNovxAedxAHdeCiTSx7nSErJbjLoAwOcW8Pe3WRBLmuf+c9oE+NxGgPE6BbzvWiCWPM6VlpDTZtQFAIUeER+/24Fowjz3n8suoNBjPP+KvCI+c38BIjHzvH7dThFF3qUNgIIgwL+pBCXnlmLq4NTs8XQkjYnd44j0hVHQ6FvSmii3BF3XzfOqpbOq6/FOvPTJlxDuProFUMk5Jbj0c5eh9LyynNTU1taWk3+XiMgMtm7dumT/lppScfCHB7D9319FcuroNwpvgxfnfOxcNN/Zwg0B8ghbAPNIKpSCEstshpEdcs6XgNm6dSsmgioicfN8F3E7BBQXSGhra8PWrVsxGdJM2YIwU18gopuyBWumvlBMR9xELViO6RasufWZsYVtpr5wHEikjn+9pWK3Gi2oy+XxTacVqJp5ujglUYLFIi/5F2DJKqF4gx9Fa4ow9JejW8HFRmIYeWUEddfXwVrAHqF8wQCYJ3RNRyqcvQi0bJchWnM7wGgiqOL/+58AFPO8P0OWgH97vw8AMBnS8MlvBU1X32fuLwAABCI6vrotbbr6Pnyr8cUiFNPxv0/rUM2TnyGJwH3XGD+HYjq+/ZT56nvftcbP4Tjw4z/BdPXdc7nxs9kf33RaQW9fP8zU2SUIAmqqV+Xk3/a1+FByTimGXx6GPj1sRIkpmDowiUBHEKXnlOakLlp6JhtaTGeLrunQ0hq0ee/Skl2CKOf2aRCJ66YKLwCgqJhtkYzENHPWN90iGUua8/6baZGMJ80VXgCjnpkWq5hJ65tpkUykzFnfTIuk2R9fVVNNFf4AY1emXLVI2gps8G/yw1nmnFMQEOwKYfiloYxlwmhlYwDMI1pagz7vtS3ZZYgWPg2IiPKBIAooWlsM/+aSjOPJqQTGdoxljA2klY2f/HlCUzQoMQX63G93grEQtGQ12RoJRER01nhqPSg7vyxj+I+W1hDqCSFwJJC7wmhJMQDmCTWhIhVKzY75AIxvghYnWwCJiPKJxWVB0doiuCrdRw/qQKQ3jKG/DEJNmmxMCZ0V/OTPE0pcQTqazhgLI1pEyA4LBInT/omI8klBky9rwkdiMoHxXeOIj8VzVBUtJQbAPKHE0sYSMHPGQks2CRa3BSIDIBFRXnFVulB2YTlk59HFQHRVR7g3jGBnMIeV0VJhAMwTSkyBElMyjkl2GRa3BUKOZwETEdHSku0yfM0FcFW5M45H+iMYfmkISlxZ5Jq0UvCTPw/oug4lrmS9oCWrCNkpswuYiCgPeWo8KNlSAsz5CEgFkhjfOY7EOLuBVzoGwDygpbWFA6BNgsVlgWi2neaJiOisc1W6UX7BvG5gTUdsOIrIYDSHldFS4Cd/HtCnl4BR4pkzuySrMQaQiIjyj2SX4F7lhqPYkXE8OhTF2OujUBLsBl7JGADzgKboUJMq1OTCLYBERJSfXFVuFK0rzjiWmEhgbMcokpOJHFVFS4EBMA/omg4loWat7STZJMgMgEREeUkQBLhXuVF6bikk+9ENAbS0hkh/BPFxBsCVjAEwD2iKBjWpZCwCDQCCLEKycRcQIqJ8ZXHJ8NZ7YSu0ZRyPj8cRbA9k7R9PKwcDYB7QFQ1qUoWWznwhixaRawASEeUxQRbhqnDBU+PNOB4biWFs5xhSoVSOKqOzjQEwD+iaDiWmZAdAWeQSMEREeUwQBLirPfBv8mdsC5qOpDG1fxIJdgOvWAyAeUCbaQGc1wUsWkQuAk1ElOdshTYUrS3KXBVCB2KjMcRGY7krjM4qfvrnASWuQk2pgJ4dAEWRLYBERPnMWA7GA0epM+N4fCyOwMGprAmEtDIwAOaBdDgFNaFCnxcAJQu7gImI8p0oifBUu1G0pjBjV5DERAJjO8cQ564gKxIDYB5IR9NGC+B8ogAIDIBERPnOWe6Cf1NJxq4gWlpDsD2AOLuBVyQGwDygJowZwPq82fwiWwCJiAiA7JDgrfPC6rFmHI9PJBAdYgBciRgA80A6moaaWGAMoMxlYIiICIAowF7igKvClXE4MZFA4NAU0tF0jgqjs4UBMA/MdgHPyX+CKECURaMbmIiI8pooiXBXuVG8oTijZygVSmFi7wRiI2wFXGkYAPOAElOyZnEJkgDJJnEWMBERAQCcpQ4Ub/BnLAejKxpC3UHEhmNZEwlpeWMAzANKXIGuZA4AFCTB2PuRAZCIiACIVmM5GKs3cxxgYjKJxEQ8oxeJlj8GwDygJlWoaQ26dvTVK0gCJKsEgQGQiIgAQDAWhXaVZ44DTIdTCPeFocSVHBVGZwMDYB5Qkyp0RcuYAyJKxgxgBkAiIgKMseHOMid8rYUZu0SlI2lMHZjicjArDANgHlBTatY+wIIsQrJKGYt+EhFR/hIEAY4Sh7EtnOvoeoBqUkXgSADRwWgOq6MzjQEwD6iJBfYBlgWIVhECF4ImIqJpkk2Cp8YDW4Et43hiIo7EZCJjKBEtbwyAeUBNGV3AmDcGUJRFCHwGEBHRDAGw+eyw+jIDYDqaRnIqCW3ehEJavvjxnwe0tGbsBDJnEKAgTncBcwwgERFNE0QBtgIrXJWujCFC6Uga4b4w0uFU7oqjM4oBMA+oSTXrW5soC8ZWcOwCJiKiaYIgwFZkR0FDAWTH0XGASlxFsCOI+Fg8h9XRmcQAmAeUuJI9CUQSAIY/IiKax1Zog6/Zl7UgdKQvzAC4gjAA5gE9rRmTQOZuBSeJkKwil4EhIqIMklWCq8oNi8uScTwxkUBighNBVgoGwDygxBVoqXlbwYlCxjpPREREgPH5YPVYYC3IngiSCqWyepRoeWICyAPaTAvgHIIoQJTY+kdERNmsHiucZc6MY0pcQXw8DjXBHUFWAgbAPKCmVOjqvEkg08vAmIHbIUCWcl1FJlky6gIAt1M0Z31O4/Fz2sx5/zltxv3nsAGSOZ5qsyTRqAsAnCatzzldn91qzvrs09vFmv3xlUTJdJPdBEGAJJrsRTuP1WeDe5UbovXog6smVUT6IkgGkzmsjM4U+fgXoeVOTS6wE4hkni7g4gIJ//Z+HyJx84wrcTsEFBcYb9BFXhGfub8AkZh5uj3cThFFXuPx87kFfPhWC2JJ89x/TpsAn9v40PU6Bdx3DRA30WeGw2bUBRh/v+9aIGai+pxz6vM4gHsuBxImWn3DbjXqAsz/+FosMmqqV0HV1ONca+lIogSLxdwfvzafDd46L6weKxITCQCArugI9YQQG4nDU+PNcYV0usz9DKQzQklkLwNjLARtjm/FbW1tuS7hmFjf6WF9p4f1nR6z12dWskOGp84Lq3dOANR0xIaiSIxzJvBKwACYB9SkAl1ZYAygSVoAt27dimBUR9xELRwOK1DgEtDW1oatW7diPKAgHDVPC6DHJcLvk2frmwpriCbM0wLosgso9Iiz9U2GNETi5rn/3A6jBXX28Z1SEIqap4XI65LgLzz6+Jr99RGI6KZrQfW5j9YXTegw07A1u2y8RswcTgVRgL3QZiwFI2B2FYlkMIlUOAVd07mKxDLHAJgHdA1Z0/YFQTDNizcY1fHNJzWo5skHkETgr683AvJ4QME//tcw0ib6ALHIwBc+Wg4AmApr+M+H41DMk18gS8DH7zb6CCdDGj71nZDp6nvgvUYX1viUgr//3IDpHt8v/3MVAPO/PgIRHV/bpsBMO4TJIvChW42Pt2hCx6+2Z+yEmXOiANxynokKWoTsssA2b0s4JaYgFUpBVzUIJh/HSMdmjiYgOqsWG/+sm+T9J56CqT7cAKOemRaXcFQzVTgAgLSC2RbJaEI3VbgCAEXFbItkJK6Zsr6ZFslQVDXl4zvTImn210csCVOFP8CoZ6ZFMqGYK/wBRj1mapFcjNVjgd3vyJhEoyka4mNxpKPL4BegY2IAzANqSstuAZSMreCIiIgWYi2wwVXpguQ42tKnKzoiAxEkJhM5rIzOBCaAPKAmFOjz1gEULSIDIBERLcrissC9yg2rxzp7TEtriA1FkQyYaNAnnRImgDywWFevyZbGIiIiExEtIlyVbli9RwOgrumIj8aRnGIAXO4YAPOUrummGQNIRETmI0gC7EU2yM55ewJPJpDiYtDLHgNgHtCS2SPwBUnkVnBERLQoQRAgOy2Q7ZKxFMw0JaYgHVOgsxVhWWMAzAPzJ4AAgChzEggRER2bZBEhuyyZM4FVDUo0Dd1s07/ppDAB5CtB4CBAIiI6JskhH10Mepqu6oiPx6HEuBTMcsYASERERAuS7TLshfaMjQN0VUdiPIFUJJ3Dyuh0MQDmKQFsACQiomOTnTLsfjtkx9GNwzRVR2IqgfR0ANTSJlvpnU4IA2CeEiQBgkn2AiYiInOSHTIcfofRDTxNVzWkAkljSzhNh5riWMDliAkgTwmSaJq9gImIyJxEWYCj1AHZNWcpGB1ITCWRDht7As/faICWBwbAfMXsR0RExyFIIuxFdlhcmWsBpoJJpMIpqCkNmtk2q6YTwgBIRERECxJEAVavFRaXnHE8FU4jPb0UjK6wBXA5YgAkIiKiRUk2GbLTMm8msAYlqkBJqlAX2GyAzI8BkIiIiBYlWkRj44C548Z1IB1JIzHBbeGWK/n4FyEiIqJ8JVpESDYJggDMdPbquo5UOIXEeDwzGNKywQCYrzhkg4iIToBoEWH1zOsC1nSko0YLoGiVclgdnSp2Aecp0SJC4KNPRETHIVklWNxWCHJ2F3B8LM4u4GWKLYB5ShCRsbk3ERHRQkSLCIvbAskmQ4ka+//q0wEwGUhC19mltBwxABIREdGiBEmA7JQh2eZ0G+k6lFgayWCSmwosUwyAREREtChRFmFxWiBKRwOgrulQ4gpSoRQkjgFcljgKjIiIiBZ1tAUwM+gpCRWpUApKLJ2jyuh0sAWQiIiIFiWIRgDMmO2rA2pcQSqYhMVtWfzKZFpsASQiIqLFCYDssGS0AOqajnTM6AJWomwBXI4YAImIiGhRgjDdBWzJjAxaSoUSU6DEuRXccsQASERERIsTAMkqQpDnBUBFgxJXoKYYAJcjjgEkIiKiRQmCANEqGfsBz9ABLa1BEVRoSQbA5YgBkIiIiI5JlEUI0pyt4HQdmqIZk0HSWg4ro1PFAEhERETHJAiAKAqAgNm95LW0BjWpQo0rOa2NTg0DIBERER2TIAoQZBGCIBhbv+mAmlSNvzkGcFniJBAiIiI6NmG69W+mF3jO7m/cCnh5YgAkIiKikyYIwvTfOS6ETgm7gImIiOjYBKMbeGb8H3RjIghgLApNyw9bAImIiOiYREkwZgEv0NrHALg8MQBSzjmsgGSyZ6IkGnUBgMclwmKytnKLbNQFAC67AFk6zhWWmCwZdQGA2yGasj63w7j/vC7JlI+v12XcaWZ/fThtgGyy+mTRqAsA7DIgmqyLUhSMuohyiU/BfGWiQRsFLgF/fb2IeCrXlRzlsBp1AYDfJ+MLHy1HOGqeta48LhF+n/HyLfSI+PjdDkQT5vkW7rILKPQYqaDIK+KB93oRiZvn/nM7RBR5jfr8hTK+/M9VCEXNM5PR65LgLzQeX7O/PnxuAR+6VUYsmeOi5nDajLoA47l4y3k6EiZaqcQuH/2CRJQrDID5StdNM3Orra0t1yUcE+s7Pazv9LC+02P2+ohyhQEwT2lpbXYAb65t3boVgYhuuhYsn1tAW1sbtm7diqmIhlgi11Ud5bQDhW5xtr7JkGbKFrbZ+y+sIWqi+89lN1pO59YXiZvn+ed2CBn1TYY0070+5j6+41OK+VrIC+Vl8fguF7qmA/PH+s1ZFJqWHwbAPKXrMM0LNxDR8aVfpKCYpwcOsgR85A5jkNNURMN//Sxpuvo+eqcxyGkypOFT3wmZrr4H3usFAEyFNXz+p+a7/z52l3H/TYU1fPahmOnq+8Q7nQCMx/dffxAxXX3/cq8bADA+peAfPj+ItIm6WC0y8MWPVQIwHt9//5H5Ht//+w5nrss4KboGaIp+9HNjelawruoQzTYIlE4IHzXKuWhCN9WbMwAoKmZbXGIJmLK+mRbJSFwzZX0zLZJRk95/0dn7z5zPv5kWK7O/PsJRzVThDwDSCmZbJM3++C4rcxeCBmf/LncMgERERHRimPlWDHYBExER0THpqgZdyRw7Llkl6JoOyWqydZ7ohDAAEhER0THpeuaev4IgQLSKAASINgbA5YgBkIiIiI5JVzXoauZMb1ESIdoktgAuUxwDSERERIvSdR1qUoWW0jJmAYtWEbJDhuxgAFyOGACJiIhocTqgpjSo6XktgLII2S5BtDAALkcMgHlKV3VO4SciouPSdR1qQoE2NwAKAkSrBNkpQ7IzAC5HDIB5Slc0BkAiIjo+TYcSywyAggDIDhnWAhssbksOi6NTxQCYp3QYrYBERETHomtAOpaGmpqzorYAyA4JNp8NVgbAZYkBkIiIiBalazqUqAI1cXTLF0EQIDtkWNwWyE4GwOWIAZCIiIgWpas6lLgCTZk7BhCQnRZYvVZYXAyAyxEDYL6av6onERHRAjRFM7qAE3O7gI0WQBvHAC5bXAg6T2mKnjWln4iIaD5N0ZCOZI4BFATA4pJh8zEALlcMgHlAtIrGAp5z6JoOcBYwEREdh5pUkQqlMmcBiwIsbivsfjskG6PEcsRHLQ8IkgiArX1ERHTytLQGJaoc3QUEAATA4rLAXuyAIAk5q41OHQNgPligpU8QZv5DRES0OC2tQU0qGcPGBUGA1WuFo9ieu8LotDAA5oMFcp6ucScQIiI6Pi2lQk2qmRMHBcDitsDud0Cbuz4gLRucBZwHJJuU1USvKcbm3kRERMeiplQocSWj0UCURWMNQIcMycG2pOWIATAPSDYJgjivGZCTQIiI6Dh0TUcqnIYSyxwDaHFbYHFbIMoCxwAuUwyA+YBj/YiI6BToqobEeBzpaDrj+MwC0IIsQpQYJZYjttvmK2ZCIiI6Di2tIT4eRzpyNAAKogBboR0WjxWSVeK+8ssUY3seEERkBT5N1aGpXBqGiIgWpyRVxMcyWwAFSYCt0Aar1woAEGW2KCxHDIB5QLbLEC2ZD7Wu6lmLQxMREc2lxBQkJhIZkwYFUTB2AJneA1iQGSWWIz5qeUCQRQjivIda17kVMBERHZMSV5AMJKEpRz8wBEmAw++A1TMdADnOfFliAMxTuqpDZxcwEREdg5pQkQ6lMlaNECQR9mI7l39Z5hgA84BklbK6gDVVh6YwABIR0eLUlIp0TIGuz10DUJidAELLFwNgHpDsUvYgXV2HzvxHRESL0HUdSiwNJZbOWANQdlpgcbL1b7ljAMwDgigsvBYgBwESEdEidFVHYjyBdEzJOG4vssHms+WoKjpTGADzgGQRIWZtBadBS7MJkIiIFqYmVUSHokiHU7PHBEmAo9QJa4E1h5XRmcAAmAcke/YYQOhGCNTZCkhERAtIR9OIDESQmhMARVmEs9wJe7Ejh5XRmcAAmAcEIbsLWNd1QOf0fSIiWlg6nEJ0MAo1PmcNQFmAq8IFWyG7gJc7BsA8IFqnJ4HMyXq6YswC1jW2ABIRUbZ0JI3EeDzjmGSR4Cx1QuYSMMseA2AekGwixHkrtWuKBjXFAEhERNl0XUcqkkYykMz4nJCdMqwF1qzPFFp++AjmAUEUs2cBs+uXiIgWoas6kpMJpCPpjOPWAhusXpuxugQtawyAeUC0iBBlIWO8n65pGSu755LLLkA22XqismTUBQBOO0xZn9Nu/Ox2iKasz+0w3l5cJr3/XLP3nzmff26H8fwz++vD4xJhMVlvoEU26gLM//ialZpQEe4NIxWaMwNYFOAsd8Lht+ewMjpTTPaypbNhdhbwnPcbLa1BTamm6AL2uQV85A4roonc1zLDZRfgcxt3WKFbxEfvtCGWyHFRczjtRl0AUOQV8cB7vYjEzbOsj9shoshr1FfoEfGxu2yImuj+c9mNugDj70+804lI3DzPP7dDmK2vyCviX+51m+71MfP4+gtlfPFjlQhHzfP887hE+AuNj7dCj4j/+w7zPr5mlQwkEeoKZbQAihYRnhoP7CWcAbwSMADmgcVm+pplCZi2trZcl3BMrO/0sL7Tw/pOj9nrM6tUMIlIXxhq8ugMYNEqwVPtgb2ILYArAQNgHpBsIkQp89umrurQFd0ULYBbt27FZEhD1ETf0F0Oo4Wjra0NW7duxdhkGqGIevwrLhGvW0JJkWW2vlBMRzx1/OstFYcV8DqF2fpiSR1J5fjXWyo2GXDajtYXiOiIJXNd1VFOm9EyPvfxNVt9cx/fdFqBopqnBVCWRFgs8mx9U2HNlC2AZg2nuqYjFU4hNpo5A1h2ynCUOiDZTNanTqeEATAPiBYJgjwzEcR4E9QUzfhmZ4IAOBnS8JnvhaGYJ19BloBPvtsDABibTOMDn+5GWsn9fTXDIgt48NN1AIBQTMf3ngFM9PkLSQTefZVxf8WSOn63SzfDU22WKADXbTJ+DkR0fG2bAsVE958sAh+61Xh7DsV0fPsp3XSP7/uuNX5OpxW0946aamdJQQCaakoBAFNhDf/+o5jp3l/+7zucuS5jUbquIxVKZewAAgAWpwyr1wpBMvf4RTox5h6EQGeEIArZk35183QBR+O6qd6cAUBRMdsiGYqopgp/AJBW9NkWyXjKXOEPMOqZaZFMKqb4npFB0zHbIhlLwlThDzDqmWnxiyXN+fjO1KeomqnCH2Bscz7TIhkx6fuLmVok59NSGiJ9EaTmzgAWAEeJA3a/I6tHiZYnPop5QHJIEG1SRgjUFA1aSoNusg8WIiLKreRUAsGuYMYM4JkJIA4/J4CsFAyAeUCUxew1m7gXMBERzaPrOhKTSYQ6Q1ATRwfuynYZnjovHKUMgCsFA2AekKwSRGneVnCaDl3VZ4YEEhERGRNAQilEBiIZnw8WtwWeag8sTkvuiqMzigEwD4hW0ZgEMoeu6WwBJCKiTJqO5FQCqUDmtHOL2wJboQ2CzAkgKwUDYB6QbDIkq5i5HqAOtgASEVEGJaYg1B1Cau4MYAFw+B2wF3MCyErCRzIPyHYJgpS5E4iuT7cAmm16JhER5Ux8IoGpg1NIhY/OAJasEryNBXBVunJYGZ1pDIB5wNgLeN5DrU+PA2QAJCIiGJ8J8bE4AoemoM9ZG8nisaBwdSHsxdwBZCVhAMwDolUyxm3MWwyQXcBERDRD13QkJxOIDkczjlu9VrhXuSE7uHfESsIAmAdmZwHPo+tsASQiIoOaUBHuC2es/wcA9iI7HCVO7gCywjAA5gHJZnQBz98NRFd0mG4JfyIiyon4WAwTeyeQnrMDiGgV4a3zwlXhzJxISMseA2AekKxS1jIwwPQYQOY/IqK8p6kaIoNRTO6fNIYHTbO4rShaXwxHiXn3LqZTwwCYBySbZEwCmffljbOAiYgIMMaEx4ZjiA5GMo47/Hb4mn2QnRz/t9IwAOaBmQA4v/le13SAAZCIKO+lI2mEuoIZ3b8QAEeJA85yV/Z2orTsMQDmAdEqQbQs0AWs6twJhIiIEBsxxv8p0aP7/0o2CQVNPjjL2P27EjEA5gHJKi68DIymQ9cWuRIREeUFTdEQ6Y8Y6//N6RWyF9nh3+jn+n8rFANgHhCkBRaCxsw6gGwBJCLKZ2pCRbgnhNhwLOO4o9QJX4sPklXKUWV0NjEA5gFBEozdQKT5C0FzEggRUb5LTCYwdWAS6ejR8X+CKMBZ7oSzjOP/VioGwDwgiEYAnL+Ip6bqGdP9iYgov+i6jkhfGBP7JqGlj44Jkl0WFLUWwVHiyGF1dDYxAOYBQRQgWaTsVdy5FzARUV5Tkyqig1FE+sIZx10VTvg3+2H1WnNUGZ1tDIB5QJQFiNYFWgAVLeMbHxER5Zd0JI1ARwDJQHL2mCAKcJQ44G0oYPfvCsYAmCcEaYF1AFUdGruAiYjyVnQwivHXx6DEji7/IlpEuKs9cPjZ/buSMQDmAUESIVmzZwLrqg5dYQsgEVE+0jUd0YEIpg5NZRy3+x0oPbcU9iIu/7KSMQDmgZlJIPMXg9Y0nV3ARER5SokpCPeGkZhIHD0oGOP/itcXQ7QyIqxkfHTzgBEAs3cD0RUNKgMgEVFeig5GMPLKSMb2b6IswlXlhnuVJ2vYEK0sDIB5QBCNF7UgzWsBTGtQE8oi1yIiopVK13SEukMY3z2WcdxWaEPJphLYi2w5qoyWCgNgPlikC1jXdGgcA0hElHeUmIJgRxCxkTm7fwiAe5UbpeeXQnZaclccLQkGwDwgSgIkqzERZC4trUFNqjmqioiIciU6GMHIqyNIh+d0/07P/vXWFeSwMloqDID5YKYFcN5+jkYXMAMgEVE+0TUdgfYgxl4bzThuK7SjZHMJd//IEwyAeWB2FrCcvRC0mlK5GwgRUR5Jh1OYOjCJ2HBm96+3xoPyC8sh2aTFr0wrBgNgHhAEAZJNhmSTM47rmg4tpTEAEhHlkVBPGCOvjmQMAZJsErwNBfA2svs3XzAA5gnRImZ9q9MUYwygzt1AiIjygpZWMbl/EhN7xjOO24vsKNlSAnshZ//mCwbAPCEttBfw9CQQtgASEeWHxFQS47vHEBuNzx4TRAHehgKUX1QO0cLu33zBAJgnFlwIWtWhphkAiYjyga7rCByewthrYxnbgMouGUVri+Cp8+awOlpqDIB5QrJJkB0yMKcRUE2pUBMMgERE+UCNK5jYM4HA4cy9f53lLpSdXwar15qjyigXGADzhCALkKxSxtY+uqpDTSg5HwPocgiQTdbrIEtGXQDgdUuwyObaEskiC/C6jTvNYQUkk72SJdGoCwBsMiCa6+6DKBh1AYDTBsgmu/9k0agLMP424+M7U58siTDbjmGCYNQFAG6Tvr+4HUt/p0UGohjbOYZkIDl7TJBF+Jp9KDmnlFu/5Rn5+BehlUCUxKyNvXVNh5rUcr4bSJFXxCff7UE0bp6WSJdDQJHXuL9Kiix48NN1CEXMs2ai1y2hpMhYqd/rFPDuq3TEUzkuag6H1agLAJw2AddtApIm2nXQJht1AYDPLeBDt8qIJY9zpSXktBl1Acb9+L5rYbr6Zh5fi0VGU00pFNU8uwrJkgiLxfh4K/SI+L/vcCJiovcXt0NAoWdpU72maBjfPY6x18eAOXeFzWeFf6Mf7lXuJa2Hco8BME+IFhGyfbopZk6Xr5rO/Szgtra2nP77x8P6Tg/rOz2s7/SYvb6lkgqlML5zDJHecMZxT7UHFZdWQLKarJmUzjoGwDwhygIkmwRREqDOtMToMNYBzPE3961btyKW1E3ZQtTW1oatW7ciFDNnC9vc+szYQjRTXyKlI6WYpwXGKguwW4/WF4joiCbMU5/LLsDnPlpfLKUjZaLXh1UGnHPuv2DUfM+/AtfR+sYmFYSj5mnB97gklBTJSxZOdV1H4EgAE3vGs9b+K1pXjOL1/iWpg8yFATCPCJKQNRhLM0ELYCyp48mdOsw0F0UUgOs3Gz+HYjq+9wxgoh4uSCLw7quMOywU0/Htp3TT1fe+a42fEykdfzmUMt3je8lqY5BiIKLji4+moJgnH0CWgH94i1FfLKXj2b2q6e6/N643WoyCUR3f+I1muuff39xodLGOTSr48Gf7kDbRFxCLLOCrn6hesn9PiSkYfXUEk/snM447y50oPa8U1gJO/shHJhtaTGeNIECQhKzB2moq92MAkwpM9eEGGPXMtEjGU+YKf4BRz0yLZCxpzvpmWoRSirnCPWA8vjMtktGEbqrwBwCKitkWyZRJXx8zLZJmf/6Fo6qpwh8ApBV9SVskI31hjL0+hsRkYvaYIArwtRSi4uIKTv7IUwyA+UKAMQt43nRCLa1BM9mbIxERnRlaWsXYzjGM7xnP6O2xeCzwb/LDU8u1//IVA2CeEMTpMYDzFoPWFO4FTES0UiUmkxh9dQSRvszJHwWNBah8Q1XWFqGUPxgA84QgCJDsEkQ5ezs4PcddwEREdObpmo6JPeMY3z0ONTFn8oddgn9TCfwbOfkjnzEA5hHJJmft86glVahpBkAiopUmHU5h8M+DmDqUufOHe5UbZReUw+az5agyMgMGwDxiccqQHZkBMBlMIjoYzVFFRER0tgSOBDD2+hjS4fTsMUEWUbzBj/KLy3NYGZkBA2AesflssBXaM45F+iMYfmkIqZCJFrkjIqLToqZUDPxpAJP7JjKOO/x2lJ1fBleFK0eVkVkwAOYRb0MBChoLMo4pMQXDLw0j0B7ITVFERHTGRfrCGHl5GImJzKVfitYWofxi7vxBDIB5xVHqQNkF5bD7M1sBpw5OYeDZfmhpky2GRkREJ01TNAw8N4CJvZmtfxaPBaXnl8HX5MtNYWQqDIB5RBAEVL6hEqXnlWUcT4dT6P9DHwKHA7kpjIiIzpjYSAz9z/YhOpQ5vruwtQgVl1TC4rbkqDIyEwbAPOOt92LVlatg9WZu/TOxbwL9f+yHZrYl/YmI6ITpmo6BP/ZjfPc4MGeJV9kpo+z8MhSvL85dcWQqDIB5RpREVFxaiZItJRnHU8EU+tp6EeoI5qgyIiI6XYnJBHqf7s1a3aGgyYeKSythL7Ivck3KNwyAecjX4sOqq6qzugHGd42j/7kBtgISES1DuqZj8E8DGH99LGPbN8kho+Li8qwv/pTfGADzkGSVUHV5FfybMleBT04l0f2bLgSPBHJTGBERnbLERAKdv+pEZH7rX0MBKi+vgrPMmaPKyIwYAPNUYWsRaq6pheySM46PvT6Kvmf6oHF7OCKiZUPXdPQ/24eRV4cztvcUrSIqLq1AyWa2/lEmBsA8JdkkrHrjKpRsynxTSIfT6Hq8C5MHJnNUGRERnazYSAwdj3UgPhrPOO6tL0DVFVVwcuFnmocBMI/5Vhei5tpayM7MVsDx3ePoa+vluoBERMuApmrof7YPo9tHMsf+2SSsurIKpeeUQhCEHFZIZsQAmMckq4Tqq6pRck5pxnE1rqD7iS6M7xrPUWVERHSiwj1hdD7WkbHrB2DM/F11VQ2c5Wz9o2wMgHmuoNmH+pvqs9cF3DuB3qd7oSSUHFVGRETHo8QV9D7dg9HXxjLW/ZPs01/wOfOXFsEAmOckq4RVV1Wj/OKKjONaWkPX450YfnEoR5UREdHxTB2aQvcTXUhOZrb++VoKUX1NDRx+R44qI7NjACQUNBSg/s31cJRkvlFMHZx+Ywkkc1QZEREtJhVKoffpHkzsmQDmDPGTXTJqr6tF8Tru+kGLYwAkCKKAqsurjFbAeeOEe57qxcCfBnJTGBERLUjXdIzvHkPvUz1IhVIZ3b9Fa4tRs7UGNp8tdwWS6TEAEgDAXe1B/U31cM1bKiA6EEHntg5E+sI5qoyIiOaLj8bQ/dtuBA4HMlv/nDLqb6pH4ZqinNVGywMDIM2qvLwKFZdVQhAzmwEHnu1H/3P90DV9kWsSEdFSUVMqhl8ZQd/v+5COpDNa//ybSlB9dQ0sLsviN0AEBkCaw1nmROOtjfDUejKOJwNJdP26E8H2QG4KIyKiWdGhKHp+241wdyjjuMVjReNtjfDWe3NUGS0nDICUoeKSCqx64yoIcuZTY+jFIfRycWgiopxSYmkMPj+IwecHoKUzt+ysuLgc1VdXQ3bIi1yb6CgGQMpgLbCh6S3NKGotzDiuRBV0/aqTi0MTEeVQsDOErl93IjoYzTjuKHGg6a3NcK9y56gyWm4YACmLf3MJaq+vy2oFHNs1hs5fdyIVTuWoMiKi/JUKp9D3TC9Gt49kHBdEYXY9V9Ei5ag6Wm4YACmL7JDReEcTys4vyziupTR0Pd6FoRe4ODQR0VIb3zWGrl91IjmVuTarp86Dxtub4Cx35qgyWo4YAGlBvhYfmu9shr3YnnE83B1Cx2PtiA1HF7kmERGdabHpZV8m9k1kHJdsEupurEfpuaUQJX6k04njs4UWJAgC6m6sR/XWmqzFoft+34fuJ3ugqdrCVyYiojNGTakY/OMAen/XAy2V+b5bsqUEjbc1wl5kX+TaRAtjAKRFOfwONL+tGb5mX8bx5GQC7Y8cweTeiYWvSEREZ0zgcAAdj3Ug1JW57IujxIHG25tQxC3f6BQwANIxlV9cgYbbGiFaM58qoztGcOSRI8YWREREdFYkA0l0/6YLg38ezDguyCKqrqhCzbU1kKyc+EEnjwGQjkm2y2i6oxkVF1dkHNdSGjof60Df73uh69whhIjoTNNUDUN/GUTnrzqRnrf6QmGLD01va4Gnhos+06lhAKTj8jX70HzXajhKHRnHo4NRHPzhAQQOTeWoMiKilSvYHkT7o+1Z77HWAisabmtExSUVi1yT6PgYAOmE1Fxbg/qbGyBImTNChv4yhMM/PYx0NH3Kt22TgXnbD+ecKBh1AYDDCphtcp0kGnUBgNNmzvqcNuNnqyyY8vG1ykZRLrsA2WQ9aLJk1AUAVpO+PqzTrw+zP/88LgkW2Vx3oEUW4HEd+0mXCqXQ/UQX+v/Ql7EPuyAJxtCcmxu43y+dFu4XQyfEXmhH67vWYHLvBIZfGp49rqU1HPn5YRRv8KPx9kYIwsm/0TptAq7fDCSVM1jwabLJRl0A4HUKePdVOuImGu7osBp1Acbf77sWiCWPc6Ul5LQdrc9uFXDJaitSinmGClhlAXarUZ/PLeAf3mJFNGGe+lx2AT63UZ/TKuCN6yWkTPT6sMpGXQBQ4BLwNzeKpnv+FbiM+kqKZHz1E9UIR82zjaXHJaGkaPGPX13XMfjnAbT/oh2pYOYbj6/Zh9V3r0bBvMl5RCdL0DmAi07CoYcP4pVPv4z4WDzjePnFFbj0/12G4vUnNxutra3tTJZHRLSsbN26NevY1MFJvPrvr6L78a6M4xaPFevvX49Nf7cZVo91qUqkFYotgHRSaq+vw+j2URz84QHo6tHvDiMvD+PQjw7gvE9ccFJvTAu9+ZlJW1ubqWucqS+R0pA2TwMHLBJgt4qz9cWSuilbeGfrS+mmbGFbLvdfOA4kTn0UyBlntwAeh/lfvwtJhVLo/FUnBp7rzzguyCLKLyxD4+1NDH90RjAA0kmxF9qx+p7VmNw7gZFXj+5HqWs62h9th39TCZrvbIFgtkFLK1gipeHV9gQ0E7XliwJwfpOxMG0sqeN3u3TT1XfdJuPnWErHs3tV09X3xvXGGLFYUseTO813/12/2fg5HAd+9gJgpnXhJRG489JcV3Fq+p/rR8cv25EOZyZqX7MPLXevRuGawhxVRiuNyYbu0nJQem4ZVr+jNWtWcGIigb3f3IPRHaM5qiw/pVWYKhwARj0zLZJJxZz1zbSopUxa30yLpNnvv0TaXOEPMOoxU4vkiZo8MIlDPzyAwOFAxnGbz4b6m+pRfXXNKY2zJloIAyCdkrqb6lF3Y31WS9/4rnEc+MF+JCbii1yTiIjmSwaSOPSjg9kLPksCyi4qR8Otjez6pTOKAZBOib3IjtZ3tqL0vNKsc92Pd+HII0cyli4gIqKF6bqOrie60LmtA2oyczCvr9mH5rc1s+uXzjgGQDplJVtKseav1sJR5sw4ngqlsP87+7K+yRIRUbbRV0dw8Af7ER2MZhy3FdnRcFsjqq9i1y+deQyAdFpqb6hD422NWV3BwY4g9jy4G6Ge0CLXJCKi2EgM+76zD2Ovj2UcFyQBlW+oRMMtjbB62fVLZx4DIJ0WW4ENre9ag8rLK7PO9T/bhwPf2w8lbqL1K4iITEJLqzjwg/3oa+vNWFYLAIrWFqH5bS0oXM2uXzo7GADptBWtKcKGD2yCtyFzU3ItpeHQjw+i45ft4HrjRESZup/sQfvPjyAZyNxGxVHiQPOdLVh1ZVWOKqN8wABIZ0TVFVVofdcayK7MpSUT4wns/u9dGHqB4wGJiGaMvjaKvf+zB8GOYMZxQRZRe0MdGm5ugOzkXr909jAA0hkhWSW0vH01Gm5uyDo3dXAKu7++G4H2wNIXRkRkMuHe0PSaqSNZ58ovKsfqe1rhrvbkoDLKJwyAdMY4S53Y8DcbUXZBWda5vt/3Yd+39yIxlchBZURE5pAKpXDwhwfR+1QPtFTmCtqeOi/WvnvtgstrEZ1pDIB0RhVv8GPz32+Bpzbz26uuaGj/+REc+elhqCkTbVpLRLRENEVD56860PFYO1LBVMY5i9uC1ne0onorl3yhpcEASGdc9dYarHn3WsjOzPGAyUASe7+5Bz2/7eakECLKOwN/HMCB7+9HqDNzeSxBFNBwWyOa72rhbh+0ZBgA6YwTZRGr725Fw22NwLwvsuGeMHb99y4Mvzicm+KIiHJgfPc49n5zT9Z6fwBQcVkl1t23Du4qdw4qo3zFAEhnhaPEgY1/uwlVl2cvYzC2YxS7v76Lk0KIKC+EukPY8+Bu9D/bD8zr/ChsLcSG92+Af1NJboqjvMUASGdN0ZoibP6Hc1DYmr2QaV9brzEpZJKTQoho5YqPx3Hge/vR9UQndCVz0oejxIF192/AqjdV56g6ymcMgHRWVV1ehS0fPReuSlfGcS2t4chPD+PQjw9CSXCnECJaeZSEgvZHj+DwTw5BiWa+z8kuGWvesxZNtzdCskk5qpDyGQMgnXUNtzZgw99szNrPMhVKYe//7EHHL9uhqdoi1yYiWn50XUf3b7qx/zv7EB+LZ5wTZBFNdzRhzbvWwFpgy1GFlO8YAOmsEyURre9sRcvdqyFaM59y0cEodn7pdfQ+1ZOj6oiIzrzBPw1gz9d3Ze30AQCrrqjC2vvWw1XJSR+UOwyAtCSsBTasv389aq6tzZoZHGwPYueXXscgt4sjohVg5JVh7PzKzgVn/Po3+bHu/vUo3lCcg8qIjmIApCXjrS/Apg9tRsUlFVnnRrePYucXX8P4ruw3TCKi5WJizzh2fW0XBp7tzzrnbfBi/fs3ouqKVVzsmXKOAZCWVNn5ZdjyD+fAvzl7yYP+P/Rj51d2ItgRWPrCiIhOU7AjgD3/swc9T3ZnnXNVurDh/RvRcEsDJ32QKTAA0pJb9aZqbP7IFhQ0+7LOdT3ehZ1f2YlIX3jpCyMiOkXRwQj2fXsvOh7rgK5mLvZnL7ZjzbvXovmuFsgOeZFbIFpaDICUE/U31WPThzfDNW/le13RcORnh7H767sQG43lqDoiohMXH49j/3f34/BPDkONZy73Yi2wouXtq9H6rjXc5o1MhQGQckIQBTS/tRlr37MWtsLMZRC0lIaDDx3E3m/sQWKKC0UTkXmlwikc+tFBHPjBfqRCqYxzsktG/c0NWPe+9XCWOnNUIdHCGAApZySbhDXvXovV97RCmtctosQU7PvOXuz71t6sN1UiIjNQYmkc/slhY1ej8cwvq6JFRM01tdj4gY3w1HhyVCHR4hgAKafshXZs+MBGNN7eCEHMnBWXjqSx5xu7sf97+6DE0jmqkIgom5JQcOTnR7DnG7sRHYxmnhSMXZA2fXgzCluLclMg0XEwAFLOuSpc2PIP56DuzfVZ51LBFPZ8fTcO/PAA0lGGQCLKPTWlouMX7dj94G6Eu0NZ58svLMeGD25CyQKrHRCZBQMgmUJBQwHO/afzUH119qbo8bE4dn1lJw4+dIAtgUSUU2pKRccv27H7v3cheCSQdd6/uQSb/m4LVl25aumLIzoJDIBkGkVri3De/z0fFZdmLxQdG45h11d34uBDBxkCiSgn1KSK9kePYNdXdmLq4FTW+cI1Rdj895tRc21NDqojOjkMgGQqJVtKcf6/XIjS88uyzsWG5oTAeUstEBGdTcaYv8PY9dVdC4Y/b4MXm/9uM+puqucuH7QsMACS6ZRfWI4LP30RSs8rzToXHYxi55dfN7qDEwyBRHT2KXEFh39yGLu+shOBQ9nhz1PjweaPnIPG2xshSvxYpeWBz1QypYpLKhYNgbHhGF7/4us48L397A4morNKiSs4/PAh7P7aTgQ7glnnXZUubP7IFjS/rRmihVu80fLBAEimVXFpJS76zMULdgfHR2J4/YuvYd939nF2MBGdFWpSxeGHD2HX13Yi1JU929dZ4cSWfzwHzXe1QLIy/NHywgBIplZ+cQUu/NSFKDk3uyUwMZ7Azi+/jn3f5mLRRHRmKXEFBx86gF1f24lwT/be5I5SB7Z85By03L0asp37+9LywwBIpldxaSUufOAilJyTvaZWciqJXV/Zid0P7kJiktvGEdHpS4VT2P/dfdj5pdcXDn9lRsvf6nsY/mj5YgCkZaHy0kpc+OmLFmwJTAaS2PPgHuz80uuIDERyUF1uWSRANNmkQ1Ew6gIAm2zO+mzTn9tWk9Znna7P7Pef3QKYbd6DJBp1nYrERBx7vrEbu76yM3uHDxhj/rb8wzlYfU8rZOcp/iNEJsCvLrRsVL6hChd95mJs//dXMPTCUMa5dDiFff+7D6lQEps+vBkFjb7cFJkDdquI85vsSKu5ruQoi2TUBQBOm4DrNgFJE03atslGXQDgtAp443oJKRPVZ5WNugCjzus3m/f+8ziAOy8FEiYaimu3GHWdrMhABLu/thOHHj6MdDh7WImnzotNH9yElre3MPzRsifouq7nugiikzG6YwQ7/nM7+p7pA+Y9ewVZRP1Nddj0d1vOyDZMbW1tp30bRJQ7W7duPaHLBQ5PYffXd+HIz45ATWZ/m/KtLsTGD25C0x1NkB1sO6HljwGQlqXJ/ZN47b92oPuJLmhpLet81ZVV2Pz3W1B1BbdjIqJjG3llGLu+tgs9v+uBrmS/n/g3+bHp7zaj7sZ6zvalFYNfY2hZKlpbhPM/cT4sbgs6ftkOJZrZPzbw3ABS4TQ2BVOou76W63MRURZd19H/h37s+upODP5pYMHLlF9cgc1/vxnVV9dAMNtgTKLTwBZAWtYi/RHs/eYeHPrxQSSnklnnC5oKsOlDm9H0liaO2SGiWWpKRc9vu7Hrqzsx9vpY1nnRIqL66hps+tAmlF+cvT850XLHAEjLXnw8joM/OIB939mL2HAs67yr0oV1712PlntWw1nqzEGFRGQmickE2h9tx77v7EXwSCDrvOyU0XBrI9a/fwP8G/xLXyDREmAApBUhHU3jyE8PY9d/70K4O3vFfmuBFU1vbca6+9ahsLUoBxUSkRmEe0PY/7/7cfgnhxAfi2edt/lsaLlnNdbfvx6eGm8OKiRaGgyAtGJoiobOX3Vi15dfx8TeiazzM106Gz6wAZWXVeWgQiLKpfE949j937vQ/UQXlFj2ujrOcifW3rcOa+5dC0fJKawjQ7SMMADSitP3TB92fum1rLUCZ5ScW4qNf7uRM/qI8oSu6xh4rh+7/3sX+v/Qv+BlfC0+rHvfejTf2QKrx7rEFRItPQZAWpFGXxvFrq/uRM9vuxdcJsZT58Xa96xF850tHBdItIKlI2l0bOvAvm/uWbBnAADKLyrHhg9sRO11XDGA8gcDIK1Yoa4g9n5rL4789DCSgewZwtYCKxpvb8Lad69FMQd6E604kb4wDvzwAA79+CBiQ9kTxESLiJrrarHxAxtRfhFn+lJ+YQCkFS0ZSOLQjw9i37f3LripuyAKqLyiCuvftx4119ZynS+iFWJs5xj2fGM3uh7vghrPHu9n8VjQfGcL1r9vPXwthTmokCi3GABpxdPSKrp/042dX34d47vGF7xMQVMB1r1vA5rf1gybz7bEFRLRmaKlVXT/tht7v7kXwy8uPA7YUebE+vetx+p7VsNZ7lriConMgQGQ8sbAnwaw80uvYeC5hVf8txXZ0fzWJqx59zoUrmaLANFyExuO4tDDh3DwoYMLLgcFGHv6bvrQJjTezj19Kb8xAFJemdg7gb3f2oPObR1Ih9NZ50WLiMo3VGLd+zag5hpu/US0XAy/PIx939qL3qd7kI5kv7YBoOqKKmz4202ovroagsDXNuU3BkDKO/HxOI787DAOfG8/gh3BBS/jqfOi9Z2taLmrBa5K9xJXSEQnKhVMovPxLuz71h5M7Fl4lq/FY0Hj7U1Y9971KF5fvMQVEpkTAyDlJU3R0Pt0L/Z8fReG/rLwOCHZKaPm2lqsvW8dKi+tXOIKieh4JvdP4sAP9qPjF+1ITCQWvIy72o01f7UWre9cw8WdieZgAKS8Nr57HHse3I3u33YjHU4teJmitUVY81dr0XBbIxx+foAQ5VoqnELvUz048P39xhe4RT7Fys4vw7q/3oC6G+sg2znej2guBkDKe9HBCI78/AgO//QwAoemFryMrdCGhlsb0fquNSjZXLLEFRLRjKmDkzj808Nof+QIooPRBS9j89lQe0Md1vzVWpSdX7bEFRItDwyARACUhIKBZ/ux/7v7MPjC0ILrhgmSgNLzytD6zlbUXl8He5E9B5US5adUOIX+Z/pw8KEDGHphCGpSXfByBc0+rLl3DRpvb4Krgku8EC2GAZBojsl9E2h/tB0dj7UvuHA0ALgqXai/pQEtd7bAv4mtgURn2+T+SbT/4gg6frH469LisaDysiqsuXcNqq5cBcnGLd2IjoUBkGieVDCJ3rZeHPzhAQy9OAxdyd5LWLJJKD2vFM13rUbN1ho4y7ifMNGZlgwm0ff7Phz60QEMvzyyYMs8YCzk3nxnCxpva0RBo29piyRaphgAiRag6zrGd47h0MOH0P2brgX3EQUAZ4UTtdfWofltzSg5p5StDkRngKZqmNg9jvZftKPr152I9EUWvJzNZ0PlFVVoflsLqq6ogsVlWeJKiZYvBkCiY0hMxNHzVA8OP3wII6+OQEtltwYKsgj/xmI03NKI+jfXw1tfkINKiVaGSF8Y3U92o+MX7RjbObbgaw4wZuc339mC+lsa4K31LnGVRMsfAyDRccy0BrY/2o7OX3UiOrBwa4S1wIrKN1Sh4dZGVF1RxSVjiE5CKpjEwPODaH/kCAafH0ByKrng5Ww+G6qvrkbL21ej/KJyyE62+hGdCgZAohOUDCTR/4ejsxC19MItE+5VblRfXYP6WxpQdn4Zu6WIjkFTNYy/Pob2R4+g58kehHsXnuQBAEXrirH6HatR/+YGuKu4Qw/R6WAAJDpJE3sncORnh9G5rQOR/oVbAwVJgK/Zh7ob61F/cwOK1hZBlMUlrpTI3IKdQXQ93omOX3Zgcv/kghOuAKN1veaaWrS+qxVlF5RDsnKsLdHpYgAkOgUz3VWHf3II/c/2Lzo7UXLI8G/0o+7GOtReV4eCxgIIIjehp/wWH4ujt60H7Y+2Y/TVEaQj6YUvKAAl55Ri9d2rUXdDHZzlXNeP6ExhACQ6DaGuILqe6ELnYx0Y2zm26JZUVq8VpeeVou7GelRfXQNPjWdpCyUygVQwif4/DqDrV50YfH4A8bH4opd1VbpQf3MDWu5qQfFGPwSBX5yIziQGQKLTpCkaRrePoOOXHeh5snvRbmEAsBfbUX5xBRpubkDlFVVwlnL9QFr50pE0hl8aQtcTXeh/pu+YrxHZKaPqylVouasFlZdXwVZgW8JKifIHAyDRGTIzSaTjl+0YfH4QqVBq0cu6Kl2ouqIKdTfWo+zCcs4YphUpHU1j5NUR9Py2G/3P9SN4JLDoZQVRQMk5JWi8vQm1N9RxaReis4wBkOgMC3YG0ff7XvT8thsj20egRBceHwgABY0FqLi0AjXX1qH84nLYC7m/MC1/SlzB6PYRdP+mCwN/HMDUoalFh0cAxv699TfWo/6WBhRvKIYoccIU0dnGAEh0Fuiajsl9E+h7pg9dj3diYs/EosvGAMZWVpVvqELttbUov6gcVnZ70TKkxBWjxe/Jbgw813/c4OeqdKF6aw0abmlA2QXlXDKJaAkxABKdRUpcwfiuMfT9vg9dT3QhcHjxD0RBFFDQ7EPV5VWounIVyi8qh72ILYJkfqlwCiOvjKD36R4M/mkAgcMB6NriHy32YjuqrlyF+jfXo/KyStiLOQSCaKkxABItgXQkjZFXhtH3TB96n+pBsCO46GUFWYS33ovyC8tReVklKi6pgLuas4bJfBITcQy9OIz+P/Rh6IVBBA4Hjnl5W5EdlZdVovb6WlReVgX3Ki7mTJQrDIBESygxmcDIy8Po+0Mf+p/pQ6grtOhlBVGAq8qFsvPLUXFpBcovqoBvtY/joyjnIn1hDL80jP5n+zD80jBC3aFjdvXafDaUX1KB2utqUXlZJffLJjIBBkCiHIiNxowg+EwfBv44gHD34kEQAJzlTvg3+lFxWSVKzy2Df6MfFjfHS9HS0dIqJg9MYeSVYQz+eRCj20cX3Rd7hq3IjrLzy1B9dTWqrlwFX5NvaYolouNiACTKoehQFMMvDaHvmT4MvTB03CBoL7ajoKEA5ZdUoOScUpRs9sNd7eEiuXTWRIeimNw3gdEdoxh6YRBTB6eOuYAzYEzuKLugDJVvqELFpZUoaCpgyzWRyTAAEuWYruuIDkYx8vIw+p/tx+j2keMOopedMlwVLpSeV4ay88vg3+SHr6UQVq91CSunlUqJK5g6NIXJ/RMYfmkYo9tHEe4NHXNJIwDw1ntRen4Zqt9UjbILy+GudjP4EZkUAyCRScwEwfFd4xj8Uz+GXxrG1OHAovsMA8aEEWepA94GYz1B/8YSFK0phKfWyz2H6aRF+sKYOhzA6I4RDP15EIH2ABLjiWMuYQQAha2FKLuwHKveuAql55TCVeXm84/I5BgAiUwoPhbH5IFJDP5pAIN/HkTg0BSSgeQxr2MtsMJZ7kLRmkKUX1SBwjVF8DX74KpwLVHVtBzFRmMIHglg6nAAwy8NYWL3OCIDUaTDi+9kAwCCJKBobREqLqnAqqtqULK5BI4SLudCtFwwABKZWCqYROBIAEMvDmHohSFMHZo67jhBQRRgK7LBVeFCyTmlqLi4AoWtRqugzccFpslYty/UFUKwI4ChF4Ywun0Ekf4IkoEkdPXYHwk2nw2+Fh8qLqnEqqtWoXi9n88romWIAZBoGVDiCqJDUWNR6Wf6MLFnAsGOwHHHZIlWEfYiO7x1XmO84IXl8NZ64Frl5rZzeSYdTSPcE0a4J4SRV0Yw/NIQQt0hJCYT0FLH7uIFAHe1G0VrirDqqmpUXFIJb52XM9GJljEGQKJlRNd1JMYTCBwJYOBP/Rh6YQjBjgBiQ7HjXldyyLAX2eGp8aD03FKUX1QOb30BXJUutuCsUKlwCrHhGCJ9YQy9OIThvxihLxlIQokd+8sDAFjcFnhqPPBvKUHN1TUoOacUznInJKu0BNUT0dnEAEi0TKUjaUSHohjdMYqBP/ZjfNc4Iv2R447dAqbDYKEN7moPSraUoOz8MhQ0+eDw22ErskO2y0vwG9CZpus6kpMJxMfiCHaGMPzSEMZ2jCLcG0ZiMnFCoU+0iHCWOeFr8aHqilUov7gCBQ1ebtdGtMIwABItc7qmIz4eR7g7hOGXhjHwpwEEjwQQG4lBTarHvb5kk2ArtMHhd6Cg2Qf/Bj/8m/3w1Hhg89lgK7JznUETSwaTSAWTiA3HMLl/EmOvj2Jy/ySig1EkJhNQE8d/DgiiAGe5E+5VbpRdUI7KN1SisLUQjlInvwwQrVAMgEQriJJQEB+NY+rQFAafH8DIKyOI9IURH4+f0DgvALB6rbAV2eGucqGwtQglW0pQuLoQtkIbrAU22AptXNsthxKTCaRCKSQDSQTbAxjbOYbJ/ZPGJI6pBJKTyWOuITlDEAXY/fbZyUKr3rgKRWuL4PA7YC3gkACilY4BkGiFSgaTiA5GETgSwPCLRldgZDCK5NSJdQUCxiQSm88Ge7EDzlKjhbBkSwl8zYWwF9lg9dpgLbByTNhZoqVVJKaSSIdTSIVSCHYEMbZzzNiNYySGxGTihFv5gOnQV2yHs9yJ4o1+VF5WheJ1RXBVutjFS5RnGACJ8kBiKoFIXwTB9gBGto8Y+7gORpEMJI47k3gu0SrCXmyHw++Ao8QBb30BitYUwdtYAGepE7JLhsVlgdVjhWRjKDwZmqohFUgiFUlDiSlITCYQODSFiT0TCHUFkZhMIDmVRHwicczFweeb28VfvKEYFZdVorC1CO4qNxylDnbvE+UpBkCiPBMfjyPUFUK4O4SJfRMY3z2OSF8YyUDyhLsPZ8yEC3uxA/ZiO2yFNrir3Cho8sFb64G9xAHZIUN2yLC4LbA4ZYiW/A6Guq4jHUlDiaahJFSoCWX2MQkcDiDSH0ZiIoFkIInYaBzJyePvxDGf1WudXRi8ZHMJSs8thafOC0+NB84yJ3fpICIGQKJ8pes6UsEUIn1hhPvCCPeEMbZzDMHp7b+SgSRSoePPKJ5Pcsiweq1wljhgK7TB4rHC5rPBVemCp9oDZ4ULzjInLC4jDM4ERMkmrphwqGs6lLgCNake/TumIBlMIjYUNdbj6wsjOZVEKpxCcjKB2GgMqWDqhLvn55Kdxn1u89ngbShAyeYS+Jp9cFe74anxwu7nRB4iysQASEQAjk4gifSFER2MItgZxNTBSQQ7gkhMGBMP0pH0Kd22IIuQ7ZIRUgrtsBfbYfVYYHFbje7JEgccpU44S4yWRKvXCtEmQZREiBYRolWEZJEgWkUIkpCzSSi6pkNTNGjpuX9UqGkNalxBKpyebkk1lmKJjcSQmIgb3brRNJLBlNG6Nz0O82Rb9mbMhGxbgRWeag+K1hejoMkHd5UL7lUeuCpcXKSZiI6JAZCIsuiajnQ0jfhoDOHeMKLTrVZTh6YQbA8iPh6HEk0jHU0Dp/EOIkgCRIsIySYZYdBnM7ovPRbILgskmwTZbnQfWwussBXYYPFMjzG0G62Gkk2GZJMgWUVIdhmCKEAQAMz8DQCCAEESMlrBdE03urun3wJ1HYCmQ9N0aCkNuqoZLXcJFUosDSWuIB1JIx1VkAokkQwkkY4Z4/WUuAIlmkYqnDaCcjiFVCQNNWG0/h1ve7XjkV0yLE4LbIVGC19RaxE8dR64yl1wVbrgrvbA4rZAlDk7m4hODAMgER2XpmpQogpiozGEu0OIDkYRHYoi1B1CqCOI6FAUqVAKSkI54eVmToQgCUagk0WIsgjJKsLiskB2yhCt06HPKkG0SUZYdMgQJQEQBYiSAEESoWv6bKuhMCcfaaoRAGfDma5DUzJb+NSUCnVOV66SmO7SjSvG5RQNujoTJM/M7yxajCBr9VjgLHeioNGHgsYCOMudcJY64a33wlXhguxi4KP/v707j4uqXv8A/jnDwLAvKggYotzrLoW7mAq5VGrhklnoJcVcyvbNyptp3hZzuZn91JsWUm6omVtphpKKpiYKgmAIiqIYoKggss88vz9gDmdW1mGged6vFy+H833O93y/DyPzcFbG6o8LQMZYnakqVKgorkDpnVLcyyxA4bVCFOUWofhmcWVxmFWIotxilFXtJWvMotAoAdV7+QQAkj1+glC1TK1651/V91S1rPGKuZpUFntWULgoKm/E7ONUeXVu1aFwRx8nOPk6wa61HaxsrbjgY4w1Gi4AGWMNpixTQlVWucesLL8UhTfuo+iv+yjKKULpnVKU3ilBUW7lOXHFVRc7NGlhaGbSvXqV9+FzqLr3ni0ULpXnQDq0c4STjyMUbrawsqk69/FvclEMY6z54QKQMWYSqnIllKWVh0mVJRXibU2Kc4pQlFtZGJbfL0dZfmnVhRGlKM0vRXlh5bl0ytLGPZxsSoKVUHklrpNN1TmMNrBxVYi3xpFXXbRh524HO3d7OHhVFn9WtlaVF7dUnQfJGGNNhQtAxliTUheGynIlqIKgLKlAWUEZSu6UVBeCdyuLw8qLLsrFK5DL75WJ5+IpSyqgLFNBVaqsPFevRFmnexjWRKg659DKVg65beX5hVa2csjt5bB2kMPasbLYk9vLYeNYed8929a2lc9PdlVA4WYLhYsNrOwqL0yRWVedr2gj41uyMMbMjgtAxlizoT6UrL4Qo6K4HCV5JZXnFd64j/vZ98WbJJcXlqO8oAxl98oqr76t2nvYGKwUlYWajbMCtm4K2KiLOlcFbFvZws7DDg7eDnDwcoCdux2sHW3EK5H50C1jrCXgApAxxhhjzMLwJWWMMcYYYxaGC0DGGGOMMQvDBSBjjDHGmIXhApAxxhhjzMJwAcgYY4wxZmG4AGSMMcYYszBcADLGGGOMWRguABljjDHGLAwXgIwxxhhjFoYLQMYYY4wxC8MFIGOMMcaYheECkDHGGGPMwnAByBhjjDFmYbgAZIwxxhizMFwAMsYYY4xZGC4AGWOMMcYsDBeAjDHGGGMWhgtAxhhjjDELwwUgY4wxxpiF4QKQMcYYY8zCcAHIGGOMMWZhuABkjDHGGLMwXAAyxhhjjFkYLgAZY4wxxiwMF4CMMcYYYxaGC0DGGGOMMQsjN/cALMW1a9cQ0C8Unq3vmHsojDHGWIM5XbiK7VcvwMfHx9xDYfXABaCJERG69P4Al89/idZeQwHHsQAAQSaDIFQFCZU7YgWhcnnla0H8V/0aMkG3Tc8ydccydRuq19eIE/uA4W2ql1X1JRMEQNCM11gm0+1D0IqvHKJ6TOp/qudSPVzd+OqcCRrt6vVkknZJyqryAq1lEMm0ty2Zi3SZ3j60t6XuVGM81etJtyuuJ/ZH1duqWk/MH0iSD805iG3Q16a5rno7gvZ4Ud0mq4qXjktrKpI+CdDqv3L8pBUnWSZotRlYptOHelx6lgkgQN0HSftQacaRJJ5Ip616G5JlpLmsuk1VnQ9SSZpUGtsSt6OOkY6LAIjLJWMkzfGq4yGNl/SvM0ZSqdMhiZd+X/WNSjpG9TLpOKviVVr9q6rHKI5NBZDktXTbJJmTxnhIM756/ep4ouptkr5xi9tQd6/bv0Yf6n6lc1Jpbosk/ZPeNs1xSNtI6+cuXUbK6njpmHTGX/WNOBVpPlTqNj1jlPxL0nW1x6HSGo+y+rWq6l9USF4rVVVtAFVULouFFbq174D/bfgOU6ZMqf69zloEgcR3IGtsN2/eRLcHJ6LgdhL+8eDbaO35sNgmyGSSYqmq6JMJYgEok7SJcbLqOACQabTpxsu0i0mZoLGu9jKxoJOMQ7qu2KanKNQdhyCZg3Y8dOI1+lAXEdK+xD6gp3+IfWkUfABkknj1upqFpfa21DHQHY9GPCR9aBeb1f9K47T70L+MdPqqjtMtAKuLzuo2mVZfggCxoJNuR9+6Ypu+ghFaY5MUc5rFYFUBrV3Q6YkT+wTpKQD1x+st/AAIUFXHSQo7ddFVXeSpjLTpj6/uT7PwqiwAtYo7aR9aBY80HtIY0u1Xp2iUxqs04yEZo+RTv3qZnnjotOlbJolXafUvKVKqlxFI8lraJi1qpP2LxZpYBEkLQPW61euRVh+kJ07aJ+nrQyuOJDnVLaT0xGsUY7rbNtaHuqDSH2csnnS2pbdNUsTpxCn19KuOryBQefVrAKBykrxW6cQBwClVIb5S5aC7YIfduRlo06YNWMvA5wCayN69e9HOpwsIhF5B6zWKP8YYY+zvYIDMEausfEEAOrl74qeffjL3kFgt8SHgRlZQUIBOPUOR99cR+PV8De7tRvJuccYYY39bLoIc82ReiKF7ePbJsXhYcMT2u9fg7Oxs7qExI3gPYCM6cuQIPDy7oLQ4G72C1sPjgUe5+GOMMfa3JwgChsuc8ZWVL7JRjs4urXH06FFzD4sZwXsAG0FJSQn+0WMqsq/ugW/XWfDqME48r48xxhizFB6CNT6WPYCf6C4eDQrGaMEVm4tuwNbW1txDY1q4Smmgs2fPopV7NxTkJeKhIV/Du+MELv4YY4xZLJkgIETmhhVWvjhPRehi54KzZ8+ae1hMC1cq9VRRUQHfrs+jX79BcPcehgcf/j/YO/qae1iMMcZYs+Aj2GCZVXsMkTlhUJ++CLNqg4qKCnMPi1XhArAeUlNT4eb+IG5mxcB/0Er4dH4OgoyPpjPGGGNSVoKAUFlrfG7lgyOqe+hp7YTU1FRzD4uBC8A6UalU8Ov5Grr3CIBzK38EDPkajq5dzD0sxhhjrFn7p2CLFVbt0U2wQ0DXbnjBygMq7RuOsybFu61q6dq1a/DvPR4l96+je7/P4NKml7mHxBhjjLUYCkGGGVbu6K9ywBeqbJySO2HP1T/5UXJmwnsAa0BE6Nzr3+jo1w0Ku7YIGBrBxR9jjDFWTw/K7LHKyhdtIEe39h2wceNG8EPJmh4XgEbcvHkT7t7BuJKyBp0C5qHTQ3Mht3Yw97AYY4yxFs1esMLrVp54U+aJV8KmYbCVM27dumXuYVkULgAN2LNnD9o9wI9yY4wxxkxF+1Fye/fuNfeQLAYXgHpER0dj7Nix8On8HLr2WQRrhau5h8QYY4z9LakfJfesrDVCQkIQHR1t7iFZBC4A9fD394dL697IurQVBbcTzT0cxhhj7G/tPIqxU3UbDwn28Pf3N/dwLAIXgHp4enridu5pePs9jZQ/3kVGymqolKXmHhZjjDH2t1JGKnyjvImPlFkYJ3PD2Yp78PT0NPewLAIXgAbIZDJcPr8SyefjUZCXiITY2SjMv2juYTHGGGN/C+lUgteVmUimIsRfSMH/lLmQybgsaSqc6Rp07doVd24loY33I0g6/gqupX0PUvGjbBhjjLH6UBIhSpWHd5XXMETmhJTyQnTt2tXcw7I4XADWglwuR2ZqBE6dOoabWYeQ+PsrKCrMNPewGGOMsRblOpXhHeU1HFHdw/G409iovAW5nJ9JYQ5cANZB3759kZd7Ac5uPXEudhb+yvgRRPwoG8YYY8wYFRH2qu7gdeVVdBfskFp0F3369DH3sCwaF4B1ZGdnh6zL23Do4H5kXd6K5FPvoLQ419zDYowxxpqlm1SOD1VZ2Km6g/2/xWCn6jbs7OzMPSyLxwVgPQUHByM3+yIUdh6IPxKO3Ou/8qNsGGOMsSpEhBhVAV5WXoU75EjLz0NwcLC5h8WqcAHYAM7OzsjJ3Icfd2zGlZQ1SD2zAOVld809LMYYY8ys8qkCn6n+QoTqJjbv3olfVflwdnY297CYBBeAjSAkJARZ11NBIMQfCcftnN/NPSTGGGPMLE6pCvGS8ioIwMXcvxASEmLuITE9uABsJO7u7rh14wg6dHsBF+M/Qdq5Jagov2/uYTHGGGNNooiUWKnMxn9V2Vj5/XocVxbA3d3d3MNiBnAB2IgEQcDF+E9x+VIKSouykXD0eeTnnTP3sBhjjDGTSqIivKK8ihxU4ELmFYSFhUEQBHMPixnBBaAJtG/fnh8lxxhj7G9P36PcfHx8zD0sVgtcAJoIP0qOMcbY3xk/yq1lE4jvXWJyFRUV8OsxC1npm6Gw9wIA6N8zLgCC+EqyWP9udMFQm9iH4Tb1C0FnY1rtxvbg69uO/pcw1Jmg80Jfm4H5Gxmbbr+CkTYD69ecPv1tRhbW8GM3qlbzNbBQgOH/5ro/J0MxdehDYyEZjtEIr92vIqNx6vek0V9r1W26YyK90zQ+NjL4ba3W0xuiZyEZy6P+cRsbm/5t1LOtNnMx0GbwR2WowdjPtqpN/zRJzzLdBbrdG8itOK1a5FhfF5IN6U8t6f5jaNxkvA+NOWn3Ic0ZacVo9CsZSNXLHJRjoqwVIkuz+WkeLRAXgE0oMTERS5YswbPPPgtra2tzD+dvpby8HFFRUZxbE+Dcmhbn13Q4t6ZTXl6OX375BcuXL4dCoTD3cFg9cAHYhAoKCuDi4oL8fL4fUmPj3JoO59a0OL+mw7k1Hc5ty8cH6xljjDHGLAwXgIwxxhhjFoYLQMYYY4wxC8MFYBNSKBRYsGABnzBrApxb0+Hcmhbn13Q4t6bDuW35+CIQxhhjjDELw3sAGWOMMcYsDBeAjDHGGGMWhgtAxhhjjDELwwUgY4wxxpiF4QLQiFWrVqFDhw6wtbXFgAED8McffxiN3759O7p27QpbW1v4+/tj3759Gu1EhA8//BBeXl6ws7PDiBEjkJaWphFz+/ZtTJkyBc7OznB1dcXzzz+PwsJCjZjExEQMGTIEtra28PHxwZIlSxpnwk2oOea2pKQE06ZNg7+/P+RyOcaNG9do821KzTG3hw8fxtixY+Hl5QUHBwcEBARg06ZNjTfpJtIcc5uamopHHnkEbdu2ha2tLfz8/PDBBx+gvLy88SbeRJpjfqXS09Ph5OQEV1fXBs3THJpjbq9cuQJBEHS+Tp482XgTZ4YR0ysqKopsbGwoIiKCkpOTaebMmeTq6ko5OTl6448fP05WVla0ZMkSSklJoQ8++ICsra0pKSlJjFm8eDG5uLjQrl276Ny5cxQSEkIdO3ak4uJiMebxxx+nhx56iE6ePEmxsbH0z3/+k0JDQ8X2/Px8atu2LU2ZMoXOnz9PW7ZsITs7O/r6669Nl4xG1lxzW1hYSC+88AKtXbuWHnvsMRo7dqzJcmAqzTW3n3zyCX3wwQd0/PhxSk9PpxUrVpBMJqO9e/eaLhmNrLnm9tKlSxQREUEJCQl05coV2r17N3l4eND7779vumSYQHPNr1pZWRn17duXRo0aRS4uLo0+f1NqrrnNyMggAHTw4EH666+/xK+ysjLTJYOJuAA0oH///vTSSy+J3yuVSvL29qbPPvtMb/ykSZNozJgxGssGDBhAs2fPJiIilUpFnp6etHTpUrH97t27pFAoaMuWLURElJKSQgDo9OnTYsz+/ftJEATKysoiIqLVq1eTm5sblZaWijHvvvsudenSpYEzbjrNNbdSU6dObZEFYEvIrdro0aMpPDy87pM0k5aU2zfeeIMGDx5c90maUXPP79y5c+lf//oXrV+/vsUVgM01t+oCMD4+vlHmyeqGDwHrUVZWhjNnzmDEiBHiMplMhhEjRuDEiRN61zlx4oRGPAA89thjYnxGRgays7M1YlxcXDBgwAAx5sSJE3B1dUXfvn3FmBEjRkAmk+HUqVNizNChQ2FjY6OxndTUVNy5c6eBMze95pzblq6l5TY/Px+tWrWq+0TNoCXlNj09Hb/88guCgoLqN1kzaO75jYmJwfbt27Fq1aqGT7aJNffcAkBISAg8PDwwePBg7Nmzp2ETZrXGBaAet27dglKpRNu2bTWWt23bFtnZ2XrXyc7ONhqv/remGA8PD412uVyOVq1aacTo60O6jeasOee2pWtJud22bRtOnz6N8PDwWs7OvFpCbgcNGgRbW1t06tQJQ4YMwaJFi+o4S/NpzvnNy8vDtGnTEBkZCWdn53rO0Hyac24dHR2xfPlybN++HT///DMGDx6McePGcRHYROTmHgBjzLL89ttvCA8Px7p169CjRw9zD+dvY+vWrbh37x7OnTuHd955B8uWLcPcuXPNPawWb+bMmZg8eTKGDh1q7qH87bRp0wZvvvmm+H2/fv1w48YNLF26FCEhIWYcmWXgPYB6tGnTBlZWVsjJydFYnpOTA09PT73reHp6Go1X/1tTTG5urkZ7RUUFbt++rRGjrw/pNpqz5pzblq4l5PbIkSN48skn8cUXX+C5556r4wzNpyXk1sfHB927d0doaCgWL16MhQsXQqlU1nGm5tGc8xsTE4Nly5ZBLpdDLpfj+eefR35+PuRyOSIiIuo546bTnHOrz4ABA5Cenl6LmbGG4gJQDxsbG/Tp0weHDh0Sl6lUKhw6dAiBgYF61wkMDNSIB4Do6GgxvmPHjvD09NSIKSgowKlTp8SYwMBA3L17F2fOnBFjYmJioFKpMGDAADHm6NGjGrd4iI6ORpcuXeDm5tbAmZtec85tS9fcc3v48GGMGTMGn3/+OWbNmtXwCTeh5p5bbSqVCuXl5VCpVHWfrBk05/yeOHECCQkJ4teiRYvg5OSEhIQEjB8/vnESYELNObf6JCQkwMvLq+4TZXVn7qtQmquoqChSKBQUGRlJKSkpNGvWLHJ1daXs7GwiIgoLC6P33ntPjD9+/DjJ5XJatmwZXbhwgRYsWKD3snlXV1favXs3JSYm0tixY/VeNt+rVy86deoUHTt2jDp16qRx2fzdu3epbdu2FBYWRufPn6eoqCiyt7dvcbeBaY65JSJKTk6m+Ph4evLJJyk4OJji4+Nb1BVqzTW3MTExZG9vT++//77G7R7y8vKaICuNo7nmduPGjbR161ZKSUmhS5cu0datW8nb25umTJnSBFlpPM01v9pa4lXAzTW3kZGRtHnzZrpw4QJduHCBPvnkE5LJZBQREdEEWWFcABrx1VdfUfv27cnGxob69+9PJ0+eFNuCgoJo6tSpGvHbtm2jzp07k42NDfXo0YN+/vlnjXaVSkXz58+ntm3bkkKhoOHDh1NqaqpGTF5eHoWGhpKjoyM5OztTeHg43bt3TyPm3LlzNHjwYFIoFNSuXTtavHhx4068CTTX3Pr6+hIAna+WpDnmdurUqXrzGhQU1OjzN6XmmNuoqCjq3bs3OTo6koODA3Xv3p0+/fRTjQ/ilqI55ldbSywAiZpnbiMjI6lbt25kb29Pzs7O1L9/f9q+fXvjT57pJRARmWvvI2OMMcYYa3p8DiBjjDHGmIXhApAxxhhjzMJwAcgYY4wxZmG4AGSMMcYYszBcADLGGGOMWRguABljjDHGLAwXgIwxxhhjFoYLQMYYY4wxC8MFIGOMGSEIAgRBwMKFC809FGZGEREREAQB/v7+MNXzE8aMGQNBELBgwQKT9M+YFBeADIcPHxY/5ARBgJOTE4qKimpcr7i4GC4uLhrrHj582PQDbmQdOnTQmEN9vlrivBljtVNYWIh58+YBAD788EMIgqA3joiwZ88ehIaGolOnTnB0dIRcLoerqyt69uyJp59+GkuXLsW5c+f0rj9//nwAwLJly3D9+nXTTIaxKlwAMh2FhYXYtWtXjXG7d+9GQUGB6QfEGDNo4cKF4h8izDRWrlyJnJwcdO/eHRMnTtQbk5OTg6FDh2Ls2LGIiopCeno67t+/D6VSifz8fCQnJ+OHH37A3LlzERAQgD///FOnj4EDB2LkyJEoKirCp59+auppMQsnN/cAWPNia2uLkpISbNiwAZMnTzYau2HDBo11Wqpff/0VZWVletvCw8MRFxcHAEhKSjLYR8eOHU0yNsaYeRUXF+O///0vAOCNN97QW2iXlZVh5MiR4u+IXr16ITw8HAEBAXByckJBQQEuXLiAo0eP4ueff0Z+fr7B7b311luIjo7Gt99+i/nz58PLy8s0E2MWjwtApiEkJATbtm1DdHQ0srOz4enpqTcuNzcXv/76KwBg7Nix2Lp1a1MOs1F17tzZYJuDg4P4umfPnk0xHMZYM7Jx40bk5eVBoVAY3Pu3bt06sfgLDw/HN998A5lM8wDb0KFDMXv2bJSWlmLLli1wdXXV29eIESPg4eGB3NxcfP3113zuKTMZPgTMNDz66KPw9PSEUqnEli1bDMZt2bIFFRUV8PT0xMiRI5twhIwx1nS+/fZbAJUXaBgq2nbv3g0AkMvl+O9//6tT/EkpFApMmzbN4B/XVlZWeOaZZwAA69evN9kFJ4xxAcg0WFlZITQ0FED1IV59vv/+ewDA5MmTYWVlVWO/58+fx8cff4zHHnsMDzzwABQKBRwdHdGpUydMnToVJ0+eNLju5s2bxXOc5syZYzAuMzMTbm5uEAQB3bp1Q3FxcY3jaijt86/y8/Pxn//8B7169YKrqysEQUBkZKQYf//+fWzduhUzZsxAQEAAXFxcYG1tDXd3dwQFBWHZsmUoLCw0uk3tq1JPnz6N0NBQMa/t2rVDWFgYLly4YLSfu3fv4pNPPkFgYCDc3NzEcXTv3h3jx4/HmjVrkJOTY3D90tJSrF27FmPGjEG7du2gUCjg4OCAHj16YMaMGThw4IDBD6/CwkIsXrwYgYGBaNWqFRQKBR544AFMnDgRP/30k9FxBwcHQxAEBAcHAwCysrLw5ptv4p///Cfs7OzQunVrPPbYY9i/f7/RftQ2b96M4OBguLm5wdHRET179sSCBQtw9+7dGtedNm0aBEFAhw4djMZFRkaKP7crV64YjKtLTtV9fvTRR+L6+i5Qkm5PpVIhJiYGb7/9Nh5++GG0adMG1tbWcHV1RUBAAN5++21kZmYanUtj5//mzZtYtGgRHn74YXh4eMDa2hpubm4YMGAA5s6di8TERIPrlpSU4P/+7/8wfPhweHp6wsbGBh4eHhgxYgS+/fZbVFRU1GoMhly9ehWnTp0CADz11FMG49Q5a9OmjcEisS7U28rMzMTx48cb3B9jehGzeL/99hsBIAC0fv16Onv2rPj9+fPndeKTk5PF9vj4eFq/fr34/W+//Wa0f2Nf7733nsExTp48WYz76aefdNqVSiUFBQURALK2tqYzZ840KCdq6j4N/VdZsGCB2H7x4kXq0KGDzrzWr1+vtz9DXx07dqQLFy4YHJM6bsGCBbRq1SqSy+V6+7G3t6cjR47o7SMlJYW8vb1rHMtXX32ld/34+Hjq2LFjjetnZGTorHv27Nkatz1hwgQqLi42+jMJCgqiY8eOUZs2bQz2s3TpUoN5LC8vp6efftrgun5+fnT58mWNfGubOnUqASBfX1+D2yEijf8j+nJSn5xK+6ztz0D6fjX0ZW9vTz/++KPBuTRW/omINm7cSA4ODkbHYyi3CQkJ5Ovra3Tdfv36UXZ2ttExGBMZGSn2denSJYNx/v7+BIAEQaC8vLx6b0/t/v37ZGVlRQBo3rx5De6PMX34HECmo1evXujRoweSk5OxYcMGLF68WKNdvWewZ8+eCAgIQEJCgtH+Kioq4ODggDFjxmDYsGHo2rUrnJ2dkZubi+TkZKxcuRJXr17F4sWL0blzZ4SHh+v0sXr1ahw7dgyZmZmYPn06kpKS4OHhIbYvWbIER44cAQAsWrQIvXv3bmAW6m7ixInIysrCK6+8gpCQELi5uSEtLQ2+vr5iTEVFBfz9/RESEoK+ffvC29sbRISrV69i586d2LZtGzIyMjBu3DgkJCTA1tbW4PYOHDiAP/74A/7+/njttdfg7++P4uJi7Ny5E19++SWKiooQFhaGtLQ02NjYaKwbFhaGGzduwNraGjNnzsSoUaPg6ekJlUqF69ev4+TJk9i5c6fe7V64cAFDhgwR91SOHz8ezz77LPz8/KBUKnHx4kX8+uuvetfPysrC8OHDcefOHQiCgGnTpuHZZ59F69atkZKSguXLl+PcuXP48ccfMW3aNERFRRmc/19//YVx48ZBJpNh8eLFGDx4MGxsbHDs2DEsWrQId+/exfvvv49Ro0ahR48eOuu//fbb2L59OwCgS5cumDt3Lh588EHk5+dj+/btWLdunXgoztTqk9Nx48ahb9++WL16NdasWQNA/4VK7dq1E19XVFTAy8sL48ePR2BgIPz8/GBra4tr167h999/x+rVq1FYWIjJkyfj7Nmz6Natm8ExNzT/GzZswHPPPQeg8kIy6fuwsLAQiYmJ2LNnD9LS0nTWTU9PR1BQEPLz8+Hs7IyXXnoJ/fv3h4+PD/Ly8rBnzx58/fXXOH36NMaOHYvY2FhYW1vX8qdRLTY2FgDQunVr+Pn5GYzr3bs3kpKSQESYOXMmvvvuOzg6OtZ5e2r29vbo0aMHEhMTxd9rjDU6c1egzPy09wASEX3++ecEgHx8fEilUomxKpWKfHx8CAAtWbKEiKjGPYA3b96kO3fuGNx+aWkpjRw5Uvxrv6KiQm/ckSNHSCaTEQB64oknxOVxcXFkbW1NAGjo0KGkVCrrngQD6rIHUCaT0YEDB4z2d/HiRaPt0dHR4hy/+eYbvTGQ7OEYPXo0lZaW6sR8/PHHYoz23pxLly7VuIePqPJnffv2bZ3lvXv3Fue7ZcsWg+vfunWLioqKNJZNnDhR3La++ZWUlNAjjzwixuzbt08nRvoz8fX1pevXr+vExMbGkiAIBIBeffVVnfbExEQxz71796Z79+7pxHz33XcauTblHsCG5FT6HqxJRkYGlZWVGWy/du0atWvXjgDQv/71L70xjZH/GzdukL29PQEgDw8PSkpKMjimzMxMnWWDBg0iANSrVy+6efOm3vX2798v/ozXrl1rsH9junXrRgBo+PDhRuNOnTolbgsAubq6UlhYGK1du5bOnTtn8HeaMeHh4eIeWenvYMYaCxeATG8BeP36dfEXWkxMjBgbExMjflCpf/HXVADWRkJCgthHXFycwbj3339fjFu9ejXdv3+funTpQgDIxcWFrly5Uq/tG1KXAnD69OmNss1x48bpFLlS6u3Z2tpSTk6O3piCggKysbEhAPTGG29otB0/flzs49y5c3Ua24EDB8R1X3/99Tqtm5WVJR7Wevzxxw3GZWRkiIe1R48erdMu/Zns2bPHYD8DBw4UiwRtc+bMqdX7bdSoUSYvABuSU6K6FYC1sWLFCgJAzs7OeguPxsi/9P/xrl276jS+o0ePiusmJiYajZ00aRIBoEGDBtVpG2pOTk4EgEJDQ2uMXbdunfiHqPaXg4MDjRw5ktauXUuFhYW12va7774rrn/jxo16jZ8xY/giEKZXu3bt8MgjjwDQvBhE/XrYsGEah5bqorS0FJmZmUhJScH58+dx/vx5jYsFDN0lHwA++ugj9OnTB0Dl/bImT56M1NRUAMCqVas0Drc2tSlTptR5nZs3byItLU3Mw/nz5+Hu7g7AeB4AYOTIkRqHwaWcnJzQqVMnAMDly5c12qT3FZNeoFIb0gs0Xn/99Tqte/jwYSiVSgDA888/bzCuQ4cO4pXl0nW0ubq6YsyYMQb7Ub9PtOcPAAcPHgQA+Pv7i3H6TJ8+3WBbY2lIThuqoKAAGRkZSE5OFt9/9vb2Gm2GNCT/6jn7+fkhJCSkTmPes2cPgMrD9v7+/kZjhw4dCqDyQqm6XhBSWlqKe/fuAQDc3NxqjJ8xYwaSkpIQHh4OJycnjbb79+8jOjoas2bNQqdOnfDLL7/U2F+rVq3E19nZ2XUaO2O1wecAMoOee+45HDp0CDt27MCqVasAAD/88IPYVhf379/HypUrERUVheTkZIMf6gBw69Ytg23W1tbYtGkTevfujaKiIvH2C6GhofUqwBrTgw8+WKu448ePY+XKlTh48CBu375tMM5YHgCga9euRtvVHyDqDzG1jh07YsiQIYiNjcUXX3yBAwcO4KmnnkJwcDAGDhwoFgD6xMfHAwDat29f52L7/Pnz4usBAwYYjR0wYAD279+PoqIiXL58WSxmpTp16mT0dhuG5l9aWiqeV9avXz+j4+jfv7/R9sbQkJzWx9WrV7Fs2TLs3bsXV69eNRp769Ytg+e+1Tf/5eXl4nth8ODBdX6CifrG7KmpqbVet7y8HLdv3zb4B5M+0v+btSkAgcqiNCIiAl9//TXi4uJw8uRJnDlzBkeOHBEf7fbXX3/hiSeewC+//IIRI0YY7Eu6zfv379d63IzVFheAzKAJEybgxRdfREFBAXbv3g0iwr179+Dg4IAJEybUup8rV65g2LBhRvcmSNV0+5YuXbrgnXfeEW9/4e7ujtWrV9d6PKZSmw+JhQsXaty2w5ia8mCsUAMgfjjrK7a3bNmCp59+GidOnEBKSgpSUlLwn//8B9bW1hg4cCAmT56MadOm6VyEoi5K6/N0AukHak0fxNJ7pBkqkms7f5VKpbH8zp074h7nmsbRtm1bo+2NoSE5rav9+/dj4sSJtXrWN2D8PVjf/N++fVvMf33mnJubW+d1ANR6zmrS935dbyllbW2NwMBABAYGistiYmLw6quvin8Az5kzx2gRK91mfS5gYawmfAiYGeTo6Ijx48cDqDz0qz78O378eI0nZNQkLCwMGRkZEAQB06dPx6+//opr166hpKQEKpUKRKRRpEgPB+tTUFCA7777Tvz+1q1bOHv2bF2mZhI13Q/x0KFDYvHn5+eH1atXIzExEXfv3kV5eTmo8pxc8YHwptSuXTv8/vvvOHjwIObMmYMePXpAEASUl5cjNjYWL774Inr27ImLFy+aZPvN5bm1zWUcTeHWrVuYPHkyioqK4OjoiIULF+LEiRPIzc1FaWmp+P47dOiQuE5N/xfNQf274qGHHkJSUlKtv+p6yoqrqyvk8sp9JMb21NfWsGHDEB0dLe4ZTUtLM3oHBek2G+Pegoxp4z2AzKjnnnsOmzZtEh/7pl5WW3/++SeOHTsGAJg3bx4+/vhjvXF1+QX78ssvize3dXJywr179zBt2jQkJiY261+U69atA1C5p/DkyZPiuX7aGuPDpraGDx+O4cOHAwDy8vJw8OBBrF27FjExMbh06RKeeeYZ8RAlUHmjW6DyMFZdSc9pysnJgY+Pj8FY6TlP0vUag/Q9YuxG17VpN7SXS5uxQ3gNyWld/PDDD+LNrXfu3Gnw8KOp33+tWrWCTCaDSqWq15xbt24NoPJm4qZ8PKMgCGjTpg2ys7Nx586dRunTy8sLY8aMEf+YTk9PR69evfTGSrdp7P8KY/XFewCZUcOHD4eXlxcqKipQUVEBb29vsWCojeTkZPG1sXuqqc/rqcn27dvFX54zZszA5s2bAQDXrl3Diy++WOtxmYM6F4888ojB4g+ofS4aW+vWrfHMM8/g0KFD4on5CQkJGvdhU99fMTMzs8bzx7RJP6zVT1cw5I8//gBQeZjR2P3X6sPW1lY8p/D06dNGY2tqV5/sX9NTQ4ztSW1IToHa78VUv/9atWpl9NwzU7//rK2txfdCbGxsnfcyqgumy5cvm/ziCPVFJo25J9zb21t8bexnp95mx44dazzczlh9cAHIjLKyskJYWBgUCgUUCgXCwsKMnvitTXrlnbG9IP/73/9q7CsrKwuzZ88GUHkC+ooVK/DEE0/ghRdeAABERUVh06ZNtR5bU1Pnwlge4uPjayyOmoK0yJdejPLkk0+Kr7/44os69RkcHCweJo+IiDAYl5mZiejoaJ11GpO6AEpKStLYw6nN2DiByg9noPJCB/XV6NrKysqwY8cOg300JKeA5rlqpaWlBuPU7z/1qRf6FBUVGX0EZGNRzzkjI0O8kKu21H+cEBG+/PLLRh+b1JAhQwBUXnCifTGLVF2KWGmBbeyPG3VcTRdMMVZfXACyGn3++ecoKSlBSUmJzlNBaiK9etPQLUfWrFlT44cAEWHq1Km4c+cO5HI5Nm7cKJ6HuHz5cnTp0gUA8NJLL9X4LFNzUefi2LFjSE9P12m/efMmwsLCTD6OhIQEo+ceEZF4mxTt59yOGDFCvL3HV199ZfRJHXl5eRonsnt7e4vnlO7fv1/jPE61srIyTJ8+HeXl5QAqD/ebwuzZs8W9L7NmzdJblG/atAn79u0z2k9QUJD4evny5Xpj3nzzTWRlZRnsoyE5BTQvpLh06ZLBddXvv6KiImzbtk2nXalUYsaMGbhx44bBPhrLyy+/LP7/nT17tsYV4trUV8+qPfroo+LV2UuXLtU7F6mkpCTs3bu3XuNUF4AqlcrontEJEyZg9erVNV6tGxkZKZ5j2b59e4OHfy9fviz+4fXoo4/WZ+iM1azpbz3Imht9N4KuC2M3glapVNSzZ0+xfdKkSbR3716Ki4ujXbt2iU+GePjhh43ecHf58uVi+0cffaTTfvr0afEmrEFBQY32NJC63Ai6Jtu3bxdjvb29aeXKlXT8+HE6fvw4LV26lLy8vEgQBAoMDDTap7E86Rt7UFCQxnL1z6tfv360aNEi+umnnyguLo5OnDhBmzdvFp/KAoDGjh2r029KSgo5OjqKMRMmTKBt27ZRXFwcnTp1ijZt2kRTp04lBwcHnZseX7t2jdzc3MSbic+YMYOio6MpLi6ONm7cSAEBARrvlbrMS1tNP5uXX35ZbO/atSutX7+e4uLi6NChQ/TCCy+QTCajvn371phv6c9r6tSpFBMTQ2fOnKGoqCgaNmyYeCNidYy+J4E0JKdpaWnieo8++igdOXKELl68SGlpaZSWlkbl5eVi7hUKhXgT8XfffZcOHjxIp0+fpsjISOrTp4/O/0V9N3ZvrPx///33YrudnR29+uqrtH//foqPj6fY2Fhas2YNjRo1ivz8/HTWTU9Pp1atWonrP/nkk7Rx40Y6deoUxcXF0b59++iTTz4Rb0b91ltvGR2rIaWlpeTu7k4A6N///rfBOHXuHB0dKTQ0lNasWUMxMTEUHx9PJ06coPXr19Po0aPF8QqCQDt27DDY39q1awkAyeVyys3NrdfYGasJF4DMpAUgUeVD7tUf+vq+/P396caNGwY/aBMTE8UPrsDAQIOPVZI+/uzzzz+v8zz0acwCkKj68U76vqysrGjFihU19tlYBWBNX4MGDaJbt27p7TsuLk58JKCxL33FztmzZ8nb29voehMmTKDi4uI6zUtbTXksKyujCRMmGBxDx44dNR6bZyjfFy5cIA8PD4P9vP322zU+Cq6hOVU/8aKm+IiICI1Hlml/PfPMM3Tw4MEmKQCJiCIjI8nOzs7ofA09ZSU1NVXjj0tjX/r+aKytt956iwDoLUTVxo4dW6txAJVPLPr++++NbjM4OJgA0JgxY+o9bsZqwoeAmckFBAQgISEBL7zwAnx9fWFtbY1WrVqhf//+WLZsGf744w+D9wMrLS3FlClTUFpaCkdHR2zYsMHgOWHvvfceBg8eDACYP3++0cOc5hIREYENGzZgyJAhcHJygkKhgK+vL8LCwvD777/jtddeM/kYQkNDsW/fPrzxxhsYPHiweJK5jY0NHnjgAYSEhGDTpk2IjY0Vr7jU1qdPH6SmpmLlypUYNmwYPDw8IJfL4ejoCH9/f8yaNQuHDh3SOHys1qtXL6SmpuKzzz7DgAED4OrqChsbG3h7e2PChAnYs2cPduzYoXMPwsZmbW2NHTt2iD8PFxcX2Nvbo1u3bpg3bx7OnDlTqwtQunbtirNnz+LFF1+Er68vbGxs4O7ujscffxw///wzli5dWqvxNCSnGzduxJIlS9C/f3+4uLgYPE83PDwcsbGxGDduHNzd3WFtbQ0vLy88/vjj2Lp1K6KiokxyzqUhU6dOxaVLl/Dvf/8bffr0gaurK6ysrODm5oaBAwdi3rx5Bp+a0blzZyQkJGDz5s146qmn0L59e9jZ2cHGxgZeXl4IDg7GBx98gDNnzuDDDz+s9xhnzpwJoPKw7MmTJ/XG7Nq1C3/++Se+/PJLTJo0CT169ICLiwusrKzg4OCA9u3bY/To0VixYgXS09ONnuqRlZWFo0ePAgDmzJlT73EzVhOBqBne6IkxxhhrJkaPHo39+/djxowZ4u2cTOXjjz/G/Pnz0a1bNyQnJ1vUvSpZ0+ICkDHGGDPi3Llz6N27N+RyOdLT0012X77CwkJ06NABeXl5iIqKMnrrLMYaig8BM8YYY0Y89NBDmDx5MsrKyvDZZ5+ZbDurVq1CXl4e+vfvj0mTJplsO4wB/CQQxhhjrEaffvop/vGPf8DW1hZEZJJDs05OTliwYAEmTJjAh36ZyfEhYMYYY4wxC8OHgBljjDHGLAwXgIwxxhhjFoYLQMYYY4wxC8MFIGOMMcaYheECkDHGGGPMwnAByBhjjDFmYbgAZIwxxhizMFwAMsYYY4xZGC4AGWOMMcYsDBeAjDHGGGMW5v8Bl1Zz72xGRikAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from wuniform import wuniform\n",
    "from matplotlib import pyplot as plt\n",
    "plt.style.use('default')\n",
    "\n",
    "#for file in ['extract/autoPMOS.csv','extract/autoNMOS.csv']:\n",
    "for file in ['extract/autoPMOS.csv']:\n",
    "    for para in ['Ion','Ioff','OOR','Vth(lin.5)','Vth(lin)','Vth(maxTrans)','Gm','SS']:\n",
    "        wuniform.drawMap(\n",
    "            dataFile=file,\n",
    "            #mapConf='extract/MapForStarProbeNotch.alib.conf',\n",
    "            mapConf='extract/MapForFz2.alib.conf',\n",
    "            #mapConf='extract/MapForFz1.alib.conf',\n",
    "            #mapConf='extract/MapForStarProbe.alib.conf',\n",
    "            #mapConf='extract/MapForGKM.alib.conf',\n",
    "            valueName=para)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 失效器件分析\n",
    "数据放入data文件夹，直接运行下放单元格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\envs\\starEnv\\lib\\site-packages\\scipy\\optimize\\_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Run54@PMOS1.xlsx False!\n",
      "Run51@PMOS1.xlsx False!\n",
      "Run49@PMOS1.xlsx False!\n",
      "Run44@PMOS1.xlsx False!\n",
      "Run39@PMOS1.xlsx False!\n",
      "Run38@PMOS1.xlsx False!\n",
      "Run37@PMOS1.xlsx False!\n",
      "Run33@PMOS1.xlsx False!\n",
      "Run27@PMOS1.xlsx False!\n",
      "Run24@PMOS1.xlsx False!\n",
      "Run19@PMOS1.xlsx False!\n",
      "Run18@PMOS1.xlsx False!\n",
      "Run17@PMOS1.xlsx False!\n",
      "Run11@PMOS1.xlsx False!\n",
      "Run7@PMOS1.xlsx False!\n",
      "Run1@PMOS1.xlsx False!\n",
      "Run32@PMOS3.xlsx False!\n",
      "Run13@PMOS3.xlsx False!\n",
      "Run1@PMOS3.xlsx False!\n",
      "Run50@PMOS2.xlsx False!\n",
      "Run45@PMOS2.xlsx False!\n",
      "Run43@PMOS2.xlsx False!\n",
      "Run32@PMOS2.xlsx False!\n",
      "Run23@PMOS2.xlsx False!\n",
      "Run16@PMOS2.xlsx False!\n",
      "Run14@PMOS2.xlsx False!\n",
      "Run1@PMOS2.xlsx False!\n",
      "Run57@NMOS2.xlsx False!\n",
      "Run50@NMOS2.xlsx False!\n",
      "Run49@NMOS2.xlsx False!\n",
      "Run44@NMOS2.xlsx False!\n",
      "Run43@NMOS2.xlsx False!\n",
      "Run42@NMOS2.xlsx False!\n",
      "Run38@NMOS2.xlsx False!\n",
      "Run30@NMOS2.xlsx False!\n",
      "Run27@NMOS2.xlsx False!\n",
      "Run26@NMOS2.xlsx False!\n",
      "Run25@NMOS2.xlsx False!\n",
      "Run21@NMOS2.xlsx False!\n",
      "Run17@NMOS2.xlsx False!\n",
      "Run10@NMOS2.xlsx False!\n",
      "Run8@NMOS2.xlsx False!\n",
      "Run7@NMOS2.xlsx False!\n",
      "Run1@NMOS2.xlsx False!\n",
      "Run56@NMOS1.xlsx False!\n",
      "Run34@NMOS1.xlsx False!\n",
      "Run22@NMOS1.xlsx False!\n",
      "Run13@NMOS1.xlsx False!\n",
      "Run1@NMOS1.xlsx False!\n",
      "Run49@NMOS3.xlsx False!\n",
      "Run44@NMOS3.xlsx False!\n",
      "Run41@NMOS3.xlsx False!\n",
      "Run37@NMOS3.xlsx False!\n",
      "Run35@NMOS3.xlsx False!\n",
      "Run34@NMOS3.xlsx False!\n",
      "Run32@NMOS3.xlsx False!\n",
      "Run26@NMOS3.xlsx False!\n",
      "Run24@NMOS3.xlsx False!\n",
      "Run22@NMOS3.xlsx False!\n",
      "Run16@NMOS3.xlsx False!\n",
      "Run15@NMOS3.xlsx False!\n",
      "Run13@NMOS3.xlsx False!\n",
      "Run8@NMOS3.xlsx False!\n",
      "Run5@NMOS3.xlsx False!\n",
      "Run2@NMOS3.xlsx False!\n",
      "Run1@NMOS3.xlsx False!\n",
      "but did not found mapping config for failure, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "but did not found mapping config for failure, using default\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "currentType = ['DrainI',\"SourceI\"][1]\n",
    "import os\n",
    "import pandas as pd\n",
    "import gTdev\n",
    "from matplotlib import pyplot as plt\n",
    "from IPython.display import display\n",
    "import numpy as np \n",
    "\n",
    "\n",
    "PMOS = gTdev.gtfile(location ='data',key='PMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "NMOS = gTdev.gtfile(location ='data',key='NMOS',Y_Axis=currentType,Z_Axis=\"GateI\",absY=True).curves\n",
    "\n",
    "if PMOS[0].name.startswith('Run0'):\n",
    "    isATE=0\n",
    "else:\n",
    "    isATE=1\n",
    "\n",
    "def extractPara(AllCurves,dType):\n",
    "    dataOut = []\n",
    "    count = [0 for i in range(58)]\n",
    "    for curve in AllCurves:\n",
    "        \n",
    "        import numpy as np\n",
    "        curve.y = np.abs(curve.y)\n",
    "        a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "        isFalse = a.isFailure()\n",
    "\n",
    "        if isFalse:\n",
    "            print(curve.name+\" False!\")\n",
    "        p,_ = curve.name.split('@')\n",
    "        p = int(p[3:])-isATE\n",
    "        count[p]+=1\n",
    "        c = count[p]\n",
    "        name = f\"{dType}-Vgs-4-{58}-2-initial-{p+1}-D{p+1}{'A'+str(c) if c!=1 else ''}\"\n",
    "        \n",
    "        try:\n",
    "            dataOut.append([\n",
    "                100 if isFalse else 0,\n",
    "                name\n",
    "            ])\n",
    "            \n",
    "        except:\n",
    "            pass\n",
    "    dataOut.sort(key=lambda x:int(x[1].split('-')[6]))\n",
    "    return pd.DataFrame(dataOut,columns=[\n",
    "        'failure','name'\n",
    "        ])\n",
    "\n",
    "extractPara(PMOS,'P').to_csv('./extract/autoPMOSFalse.csv')\n",
    "extractPara(NMOS,'N').to_csv('./extract/autoNMOSFalse.csv')\n",
    "from wuniform import wuniform\n",
    "plt.style.use('default')\n",
    "\n",
    "for file in ['extract/autoPMOSFalse.csv','extract/autoNMOSFalse.csv']:\n",
    "    for para in ['failure']:\n",
    "        wuniform.drawMap(\n",
    "            dataFile=file,\n",
    "            #mapConf='extract/MapForStarProbeNotch.alib.conf',\n",
    "            mapConf='extract/MapForFz2.alib.conf',\n",
    "            #mapConf='extract/MapForFz1.alib.conf',\n",
    "            #mapConf='extract/MapForGKM.alib.conf',\n",
    "            valueName=para,\n",
    "            cmap='afmhot_r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 提取对应位置的曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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t0CNR8AMAAACG2LNnj66//nplZWUpNjZW3bt31+rVqxUbGytJeumll+Tn56dBgwbJ4XCoX79+evXVV73+Pjan0+mjz4nAm3YriDe3eY/WQMWw1rzHWqsY1pr3WGsVY9Y37f5popqooflyxAw/AAAAYGEU/AAAAICF8YIWAAAAfJv5pmhMhQ4/AAAAYGEU/AAAAICFMdIDAAAA38ZIj0d0+AEAAAALo8MPAAAA30aH3yM6/AAAAICFUfADAAAAFsZIDwAAAHwbIz0e0eEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhFPwAAACAhTHSAwAAAN/GSI9HdPgBAAAAC6PDDwAAAN9Gh98jOvwAAACAhVHwAwAAABbGSA8AAAB8GyM9HtHhBwAAACyMgh8AAACwMEZ6AAAA4NsY6fGIDj8AAABgYXT4AQAA4Nvo8HtEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIVR8AMAAAAWxkgPzorpn9TQxPdidVP/g3p0aObR8z/+FqyX3o/Rz9uD5efnVIt6Ds34d6qCg3jtbfr/amjiu7G66ZKDevSWTO3JCFCfuxuWe+2kB/eqf9fcSo7QnKZ/WEMT34nVTZcd1KO3udZa5kF//WdWrFZurK68Aj81qF2ku64+oH7kTJI0fV4NTZwVq5sGHNSjd7pylrIvUM+/Gav1W4JVVGxTj/b5euzuDMXUKDE4WuNMfjtaU/4b7XauQZ0iLXxrpyTJUWTT+Ndj9cWyMBUV29S9Q57GjajaOZOkybOiNWX2CXmrW6SFb++UJL2/IEKfLQ3Tlt/tysv319oF2xUeWmpApOYx+a1oTZl5Qs4Si7Tw3Z06lOOnyTOitWJtiPalBygqskR9e+Tq/tuyFFbF8+YRZYVHFPz4237+w665X0WqWaLD7fyPvwXrtuTaunPgAT02LEP+/k79ussuP5tBgZrIz9vtmrskUs3qHctZfPQRrXjzD7fr3l8SoRmfRKlnu7zKDtGUfv7drrmLItWsvvtaGz0pTjl5/pr26F7VCC/Rgm/DNHJCvD6amKKWDR2nuLeq4eff7Jr7ZaSaNTiWh/xCm255tLaaN3RodvIeSdLL78Toridra96LKfKrwq/9Nqnn0Mzn9xz93N//WBXx3GuxWv5DiCb9316FhZTq6ak1de+TCZo7abcRoZpKk/oOzZxYft4KHDb1OD9PPc7P08Q3Yo0Iz5SaNHBo5ksn5yxjf4AysgI0enimGtcvUmpagJ54oZYy9gfolWf2GRUufFwVfljH2ZBXaNPDk+P1zB3pighx73Ilvx2rGy8+pDsGHFSTukVqmFCsf3XJVVBg1X4anldg08OT4vXMXemKCD2WM39/KbZGidvx1ZpQ9e96WCHVqnbOpLK8vRivZ4a7502Sfvy1mm645KBaNy1U3bhi3XPNAYWHlGrLdrtB0ZpDXoFND/8nXs/c556zDb9UU2pGoMaPSlezBkVq1qBIzz+Yps2/27X6p+oGRmw8f3+nYqNKjh5REa6O6uE8P320MEJj7sxUl3YFatXUoeceTNOPv1TTxq3BBkdtvFPlTZKGXXVIdww+qDYtCw2M0Hz8/Z2KjS45ekRFunLWtGGRJj+zT7275SmxdrG6tC/QyDv26+uVITpyxOCg4bMo+PG3PPVWTSW1y1PXc/Pdzmdl++un7dUUHVGi6x6rq653NtQNT9bRul/5xfjUmzWV1D5PXdvke7xu8x92bd0RrKv6ZFdSZOb21OtleWt7ct7aNS/QlyvCdOiwn0pLpc+/DZOjyKbzzy0wIFLzeOrVmko6P09d27nnrKjYJpvk9uTbHuSUn01av6VaJUdpLrtSg9T9uobqc1N9PZgcp70ZrhfCN/9mV/ERm7qedyyXjRKLlVCzWBt/4XFtV2qQul/VUH0G19eDz8RpbzoDBKeza0+Qug9sqD7X1NeDT3nOWW6un0KrlyqAtJ6a00SHCZ31gn/37t265ZZbPF7jcDiUk5PjdjgcVftld1/0+cow/bIjWA9ev/+k23ZnBEqSpnwYrav7ZOvNMalqWd+hYc/U0c59gZUdqml8viJMv/wZrAeHnJyzE324NEKN6jh0XnO6Yp9/W5a3m8rP26SH9+nIEZs63dBY517VRI9Pq6kpY/eqXnxxJUdqHp8vD9Mv24P14LCTc9a2eaGqBZdqwlsxKii0Kb/QpuffjFFJqU2ZB/0NiNYcWjcvUPLDaXrzuT164r4MpaYHasiousrNt2n/wQAFBpaeNHseXaNEmQerdhXWukWBkken6c3n9+iJkRlKTQvUkPtdeUP5WrcsUPK/0/TmC3v0xIMZSt0XqCHDy8/ZgUN+enV2tK69nOYPKu6sF/wHDhzQ7NmzPV6TnJysiIgItyM5Oflsh4J/0L79AXp2dqwm3LtP9nLegFta9jvx2j6HNOiCHLVs4NC/h2aqQUKxPloWUcnRmsO+/QF69q1YTbi//Jwdr9Bh02ffhemqPjmVFJ157csM0LNvxmrCqFPn7eU50crJ89Osp3bro4m7dPOAgxo5IV7bdgZVcrTmsC8zQM++HqsJj5Sfs6iIEr3873365ocQtRvUWB2uaqycXH+d07hQtipcoyWdn6/+PXPVvGGRenTI1/RnUpWT66cvl4cZHZqpJXXKV/8LctW8UZF6nJ+v6ePL8vYNeTuVpM756t8rV80bF6lHp3xN/09Zzr52z1lunp/ufKS2GtUv0r23ZBkUrY8wuqtv8g6/122JTz/91OPtf/7552nvY+zYsRo1apTbObu9as/a+potO+zKyg7QlWPrHT1XUmrT2l+r6d1FkVr44k5JUqM6RW5f1yihSHv3V81u2JY/ynL28Ak5+6Wa3v0yUpvm/i7/subqwlWhKizy08AkCv6jeXvghLxtqaZ3P4/Uwld36r+f19Bnk3eqSaJrvTVvcEDrtlTTu19E6ql7MowK3TBbfrcr61CArhxxQs42V9O7CyK16ZPf1f28fH311k4dyPZTgL8UHlqqbkMa6l9xVfdVkROFh5aqfp1ipewNUtfz8lRc7KecXD+3Ln/WQX/F1mCw+njH5w1nJjysVPXrFitlz7Gc5ebbdNtDtRVSvVRTn92rwKr5qxNnidfLZ+DAgbLZbHI6T/0UxnaaFpHdbqfA93GdW+VrwYSdbufGTotTw4Qi3T7ggOrWKlbNGke044QH/J1pgerZpmruONO5db4WvLTT7dzYKXFqWLtIt19x4GixL0kffR2h3h1yFRVRtbf7k8ry9spOt3NjX4lTwzpFuv3KAypwuB5vTtz9yd9P8vAwZWmd2+Zrwas73c6NfaksZ1e7r7W/3ly5amM1ZR3yV+/ObGX6l7wCm3bvC1RsnyNq1dShwACnVv1YXf16uHL05+5A7c0IVFvejOomr8Cm3XsDFXshT4TOVF6+TbtTAxXbz5Wz3Dw/3fpgbQUFOjVt/F7Z7VX0wQxnjdcFf3x8vF599VUNGDCg3Ns3btyo9u3b/+3AYG6h1ZxqWte9e1/dXqrIsJKj52+97IAmfxCt5vUcalHfofnLw/VnapBeGVk1txULreZU08QTchZclrPjzu/aF6i1v1TT9EdTKztEUwqt7lTTeqfIW70iFR+R6sUX6fFXa2r0zfsVGVair34I1fc/Vdfr/7fXoKiNFVrdqab1y8lZeMnR8x8tDlejxCJFRZTox63Beu71mho28KAa1qm6Hf7np8eoV+c8JdQsVkZWgCa/HS0/P6cu7XVYYSGlGnRxtsa/HquIsBKFVi/VM6/WVLuWBWrbomoX/M9Pi1GvLnlKiCtWxv4ATZ5Vlrc+hyVJmQf8tf9AgFJSXe/f+u1Pu0Kqlyq+ZrEiw6vmvvLPT41Rr67H5eytYznLzfPTLaNqq6DQTxMe26vcPD/llvXJoiJL3J6w4zg8J/LI64K/ffv2Wr9+/SkL/tN1/1F1DPvXIRUV25T8dqyy8/zVPNGhtx7do0RGBjz66OtwxUUfUffT7OIDl8AAafrjqZr4dozueiZB+YV+Sowv1vj705TUoWq+mnQmdqQG6cXZMco+7K/aNYt117VZGnbFIaPDMlRaZoBGPRevQ4f9FBVRovbnFGjey7sVFel6pe3fd2XKzybd93SCioqO/eGtqi4tM0CjnonXoZyyvJ1boHlTj+Vt7qeRbn+Ya8j9dSVJyaPTdOXFVXNsMS0jQKOeLMtZZFnOXt+tqBol+uHHavrpF9duWRde18Dt65bO+1N14nnlBN6zOb2szr/77jvl5eXp4osvLvf2vLw8rVu3TklJSWclQHjwYxV+d93fUXU3Cao4ZkcrhrXmPdZaxbDWvMdaq5iaJm3qmqkmame+HHld8MNEzLS4fQm/GL3HL8aKYa15j7VWMaw177HWKsasBf8GE9VE55kvR/zhLQAAAMDCeH4LAAAA32a+prqp0OEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhFPwAAACAhTHSAwAAAN/GSI9HdPgBAAAAC6PDDwAAAN9Gh98jOvwAAACAhVHwAwAAABbGSA8AAAB8GyM9HtHhBwAAACyMgh8AAACwMEZ6AAAA4NsY6fGIDj8AAABgYRT8AAAAgIUx0gMAAADfxkiPR3T4AQAAAAujww8AAADfRoffIzr8AAAAgIVR8AMAAAAWxkgPAAAAfBsjPR7R4QcAAAAsjIIfAAAAsDBGegAAAODbGOnxiA4/AAAAYGF0+AEAAODb6PB7RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICFUfADAAAAFsZIDwAAAHwbIz0e0eEHAAAALIyCHwAAALAw84z0rLUZHYHvKTY6AB912OgAfBBrrWKOGB2AD2KtVQxrzXustYq52ugAToGRHo/o8AMAAAAWZp4OPwAAAFARdPg9osMPAAAAWBgFPwAAAGBhjPQAAADAtzHS4xEdfgAAAMDCKPgBAAAAC2OkBwAAAL6NkR6P6PADAAAAFkaHHwAAAL6NDr9HdPgBAAAAC6PgBwAAACyMkR4AAAD4NkZ6PKLDDwAAAFgYBT8AAABgYYz0AAAAwLcx0uMRHX4AAADAwujwAwAAwLfR4feIDj8AAABgYRT8AAAAgIUx0gMAAADfxkiPR3T4AQAAAAuj4AcAAAAsjJEeAAAA+DZGejyiww8AAABYGAU/AAAAYGGM9AAAAMC3MdLjER1+AAAAwMIo+AEAAODbnCY6/obx48fLZrNp5MiRR88VFhZq+PDhio6OVmhoqAYNGqT09HSv7peCHwAAADDY2rVr9frrr6t169Zu5x944AEtWLBAH3zwgZYvX669e/fqyiuv9Oq+KfgBAAAAA+Xm5mrIkCF64403VKNGjaPns7OzNWPGDL344ovq3bu32rdvr5kzZ2rlypVavXr1Gd8/BT8AAAB8m9FjPMcdDodDOTk5bofD4fAY/vDhw3XJJZeob9++bufXr1+v4uJit/PNmzdXYmKiVq1adcbpoeAHAAAAzpLk5GRFRES4HcnJyae8fu7cudqwYUO516SlpSkoKEiRkZFu52vVqqW0tLQzjoltOQEAAICzZOzYsRo1apTbObvdXu61u3fv1v33368lS5YoODj4H4uJgh8AAAC+zUT78Nvt9lMW+Cdav369MjIydN555x09V1JSom+//VZTpkzRokWLVFRUpEOHDrl1+dPT0xUXF3fGMVHwAwAAAAbo06ePNm3a5Hbu5ptvVvPmzTV69GjVrVtXgYGBWrp0qQYNGiRJ2rZtm1JSUtSlS5cz/j4U/AAAAPBtJurweyMsLEytWrVyOxcSEqLo6Oij52+99VaNGjVKUVFRCg8P14gRI9SlSxd17tz5jL8PBf8Jpn9aQxPnxeqmfgf16I2ZkqQbn6mjNb9Wd7vu2t6H9NQtGUaEaErTP6+hiR/G6qYLD+rRwZlutzmd0u0v1dZ3m0I0dUSq+p6XZ1CU5jL9yxqa+L9Y3dTnoB69zpWzx9+pqZVbqyvjUICq20vVrlGhHhqUqUbxxQZHax7TF9XQxE9idVOvg3r06kwdyvPT5M+itWJriPYdDFBUaIn6tsnV/ZdlKaxaqdHhmsL0JTU0cUGsbko6qEcHudba+99H6LP1Ydqy2648h7/Wjt+u8Ork63jTl9bQxC9idVOPg3p0oCtvjmKbxn8aqy82hqnoiE3dm+Vp3KAMxYSVGBytceasitB7qyOVetBVUjSpVaR7+mQpqXm+JCklK1DPfx6r9TuDVXTEph5N8/XYgCqesx8i9N6aSKUeKstZzSLd0ytLSU1dOcs87K//LIzVyj+qK8/hpwYxRbrrggPqd06ukWHDIC+99JL8/Pw0aNAgORwO9evXT6+++qpX90HBf5yf/7Br7jeRapZ48tZJ1/Q6pPsGZR39vFqQjz6V/Af8/Kddc5dFqlnd8recmr04UrZKjsnsft5h19zlkWpWxz1n59Rz6LJOhxUfVazsPH9NXhCtWyfV0dLkHfJnTy39vNOuuSsi1az2sbxlZAcoIztAo6/MVOP4IqUeCNAT79VSRnaAXrl9n4HRmsPPu+ya+32kmiW4r7WCIpt6tMhTjxZ5mrgg1qDozOvnFLvmro5Us3j3vD33SayWbw3RpJv2Kiy4VE/Pr6l7ZyVo7ojdBkVqvLiII3qo/37ViymS0yl9vD5cw9+urfn37VLtqGLd8mZtNY93aPbteyRJLy+O0V2zamve8BT5VdHHtbiII3roov2qF10kp6SPfwzX8Hdra/49u9SkVpFGfxinnEJ/Tbthr2pUL9GCn8I0cm68Pro7RS0TPG/vCN+3bNkyt8+Dg4M1depUTZ06tcL3WUV/1E6WV2jTw9Pi9cyt6YqofnLXITjIqdjIkqNHKJ0wSWV5mx6vZ4aVn7etKXa9taiGnrv1zLeOsrq8QpsefjNez9x0cs6u7Zmtjk0LVCfmiM6p59DIgfu170CgUvcHGhSteeQV2vTwrHg9M8Q9b00TijT5jn3q3TpPibHF6tKsQCMv36+vN4XoSNVtIEqS8hw2Pfx2vJ65/uS1NqzXId1x4UG1qV9oUHTmleew6eF34/XM1e55O1zgp4/WRGjM5Znq0qRAreo69Ny1afpxZzVt3PXP7a5hdr1b5impeZ7qxxSrQWyxHrg4S9WDSrUxJVgbdlZT6sFAjb8mXc3ii9QsvkjPX5Omzal2rf6j+unv3KJ6N89TUrOynMUU64ELy3K227WOftxdTTd0PqjWdQpVN6pY9/Q6oPDgUm3Ze2ZvBK2STLD//tHDhCj4yzw1q6aS2uapa6v8cm9fsDJMne5qpEvH1NPE92NU4KBnLUlPvVNTSW3y1PWck/NW4LDpwdfj9PgNGYqNqOKV13GemlNTSa3z1LVl+WvtL/kOm/73fYTqxBQpLoqRnqfer6mkVnnq2txz3iQpt8BPocGlCvCvhMBM7KkPairpnDx1bXb6nOGYp/5XU0kt89S1qXveNu+xq7jE5na+Ua1iJdQo1sadVbfgP15JqfT5xjDlF9nUrl6hio7YZLNJQQHHqiB7oFN+Nmn9zmoGRmoeJaXS5z+X5SzR9QS8Xd0Cfbk5TIfy/VRadrvjiE3nNygwOFr4Kq9HegoKCrR+/XpFRUWpZcuWbrcVFhZq3rx5uummmzzeh8PhOOkvjtmLJHuQt9GcHZ+vCtMvO4P14VMp5d5+adfDSogpVs0aR7Qtxa4X5sZox75ATRlZtccFPv8hTL/sCtaH48rPW/J7sWrXqJCZ/eN8viZMv6QE68NHy8+ZJL37TYRe+ChW+Q4/NYgr0swHUhVUxYfvPl8Xpl92B+vD0afO218O5Prp1S+jdW237EqIzLw+X1+Ws4dOnzMc8/mPYfplT7A+HHly3vYfDlCgf6nCT3hvSHRoiTIPV+0f0m37gnTdq4lyHLGpelCppt60T41rFSkqpETVAks14YsYjbp4v5ySJn4Zo5JSmzJzqvYz8m1pQbpu+nE5G7xPjWsWSZImXbdPD7wfr07PNVaAn1PBgaWaMniv6kXT/EHFeNXh/+2339SiRQv17NlT5557rpKSkrRv37GiNzs7WzfffPNp76fcv0A2y+vYz4p9WQF69p1YTbhnn+ynmMu/tne2erTOV7O6Rbq822E9f1ealqwLU0p61R2z2JcVoGfnxGrCnftkDzw5b0t/DNHqrdX178G8sfkv+w4E6Nm5sZpwW/k5+8vlnQ5r/mO79N+Hd6t+rSKNfD1ejuKq+4rSvgMBevaDWE0Y5jlvkquzf+ertdUorkj3Xprl8Vor23cwQM/+L1YTbjp9znDMvoMBevbjWE0YQt681SC2SB/fv0vzhqfo+s7ZGj2vlranBykqtEQv37BP32wNUbvHG6vDuMbKKfDXObULZaviMwYNYor08fBdmndniq4/P1ujP6ql7RmuzufLS6OVU+inWTfv1kd379LN3Q5q5Pvx2pZmUGfUFxg9xmPykR6b0+k849CuuOIKFRcXa9asWTp06JBGjhypX375RcuWLVNiYqLS09OVkJCgkhLP4xvldvg3RRjS4f9qXYiGT6otf79jaSgptclmc73kuGnW7ye9WTK/0KZ2tzXRm4/sUY/WBr5UbuAT/a82hGj45FPn7fpeh/Tu15HyO65OLSm1yc/mVIemBXpnzB4Doi5zxJhv+9WPIRr+qoe1Nu3ktVZ0RDr//sZ65qZ0XdrpcCVHfBwj19rGEA2f7iFvr7jyllto022T6yg4qFSv37PXHAWbUWvt5xANf9NDzl48ttZ++L2abppc1zy79Bi51jaFaPisU+dtxu17NOz1ulr7zHa3Ln+vZxpoaI+DGpZ0yICoyxi01k5l2Bu1lRhVrKcGHWv6HMjzU4CfFF6tVN2ebqibex7UbUkHjQvSZM3yYW+5cnZbj4O68KUG+mzETjWpVeR+e3SxnhpgcCPtahM8tpbnYxM1xgaaL0devQa5cuVKffXVV4qJiVFMTIwWLFige+65Rz169NA333yjkJCQM7qfcv8CmUFPWjufk68FyTvdzo2dHqeGCUW6/dID5e6MsjXFFXtspMkeYStR5xb5WvD0TrdzY2fEqWF8kW7/1wHVCCvRtRe4j1Rc9lh9jb0+U73aVs1txTq3yNeCJ3a6nRs7syxnF5e/1uS0ySmp6IiJHsgqWefm+Vrwfzvdzo19O04N44p0+0WuvOUW+OnWKbUVFODUtLtNUuwbqHPTfC0Ys9Pt3Ng5cWpYs0i39z3FWoM6N8nXgod2up0b+35Z3nodUHzkEQX6O7Xq9+rq19r1OPZnRqD2HgxUW9787KbUaVNRifvjVlSI60nSqu3VlJXnr94tq+bvglP5K2cFZa/o+p3wsO/v59rmGqgIrwr+goICBQQc+xKbzaZp06bp3nvvVVJSkubMmXPWA/ynhVZzqmndIrdz1e2ligwtUdO6RUpJD9SClWFKapunyNASbUuxK/ndWHVsnq/miUWnuFfrC63mVNM6p8hb2fny3qibEF2surFV84lSaLBTTWuXk7OQEjWtXaTdmYH6Ym2oup2Tr6jQEqUdDND0hVEKDnQq6dyq+z6I0GCnmiacIm8JRcot8NMtk2uroMhPE4btVW6Bn3LL3tcWFVZSJYvbcnMWdCxnkpSZ46/9OQFKyXSNJv62z64Qe6niaxQrMsQEnX4DhAY71TS+nLxVLzl6ftD52Rr/aawiqpco1F6qZ+bXVLt6BWpbr+oW/BO/jFHPZnmKjyxWnsNPn20M15o/q2nGLQckSR+tDVejmkWKCi3Rj7uC9dyCmhrW/aAaxpqsxV6JJi6OUc8mx+Xs53Ct2VlNM4YeUMPYItWLLtLjn9TU6P77FVmtRF9tDdX3f1TX6zfsNTp08+LJkEdeFfzNmzfXunXr1KJFC7fzU6ZMkSRdfvnlZy8ykwgMcGrVlup6e1EN5Ttsio86oos65uqeAQeMDg0WExRYqnW/V9fsr2ooJ99f0eFH1KFJgd4bk6LocHY5OpUtu+36qWy3jwvHNXC7benTf6pOdNV8gnk6c1dEasrC6KOfD3m5riQpeUiaruyUY1RYpvfvAZnys0n3zUpQUUnZH966smq/Vykr11+j58UpI8dfYcGlahbv0IxbUtWtbDejHfuD9OLCGGUX+Kt2jWLd1StLw3ocMjZog2Xl+mv0R3HKOFyWs1oOzRiaqm6NXTmbfmOqJi6O0V3vJCi/yE+J0cUaf2WakppV3eYP/h6vZviTk5P13Xff6Ysvvij39nvuuUevvfaaSksr0B1aW3VHFiqs6jZH/h7qP++x1iqGteY91lrFsNa8x1qrGLPO8P/PRHXklebLkVcF/z+Kgt97PFhVDL8YvcdaqxjWmvdYaxXDWvMea61iKPhPz4QFfxWcbgUAAACqjqr9l0IAAADg+8zXVDcVOvwAAACAhVHwAwAAABbGSA8AAAB8GyM9HtHhBwAAACyMDj8AAAB8Gx1+j+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRsEPAAAAWBgjPQAAAPBtjPR4RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICF0eEHAACAb6PD7xEdfgAAAMDCKPgBAAAAC2OkBwAAAL6NkR6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwOvwAAADwbXT4PaLDDwAAAFgYBT8AAABgYeYZ6fnK6AB8UKDRAfgo86x638FaqxjWmvdYaxXDWvMea81aGOnxiA4/AAAAYGEU/AAAAICF8SIgAAAAfBsjPR7R4QcAAAAsjIIfAAAAsDBGegAAAODbGOnxiA4/AAAAYGF0+AEAAODb6PB7RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICFUfADAAAAFsZIDwAAAHwbIz0e0eEHAAAALIwOPwAAAHwbHX6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwCn4AAADAwhjpAQAAgG9jpMcjOvwAAACAhVHwAwAAABbGSA8AAAB8GyM9HtHhBwAAACyMDj8AAAB8Gx1+j+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6RHktrdJZ13txRR3/X5/i3SiqekPxe6Pve3S30mSi2vc/37z0XSonuk/AzDQjZcm7uktndL4fVdn2dtkVY9Je0oy1nr26UWg6Wa50n2cGlypOTINipa05izOULvbYlU6mHXj16TqCLd0z5LSfXydajQT5PXRmvF7hDtyw1QVLUS9W2Qq/s7ZinMXmpw5MaZ83OE3tsUqdScspxFF+me87OUVD9fkvT41zW1MqW6MvICVD2wVO3iC/VQt0w1iio2MmzDzfkpQu/9dELeOmcpqUG+23VOp3T7/Nr6bmeIpl6eqr6N84wI1xTm/Bih936MVGp2Wc5iinRP1ywlNXLl7MY5dbRmd3W3r7m27SE91a8K/y6QNGd9hN7bEKnUQ2V5iy3SPd2zlNT42Fr7cU+wXloWo5/3BsvP5lSLWg7NuD5VwYFVcw5jztoIvbf2uJzVLNI9SVlKapKvPQcD1OflhuV+3aSr96r/ObmVGarvqJpL6YzZnE6nOVKUbDPueze+VHKWSAd+l2w2qdVQqfPD0lvtpP2/SP1elRpdIn0+zFW0XjRFcpZK73Q3LmZJCjTwezcsy9nBspydM1Tq+LD0djsp6xfpvPulgGDXtT3Hm6vgN/Bp7tc7Q+Rvk+pFFMkp6eNt4ZqxMUrzr94lp1OavDZaVzTPUeMaRUo9HKAnvq2lZtEOvdJvn3FBS4auta//DJG/n1QvskhOp/Tx1nDN2BCl+dfvUpPoIr2/OUINaxQpPqxY2YX+mvxDtH7NtGvpsB3yN/o1TCPX2h9la61G2VrbEq4Z66I0/4ZdahJTdPS6Wesj9f2uEH1rloLfyLW2/YScbQ7XjB+iNH/YLjWJLdKNc+qoflSR7uuedfRrqgU6FWqGJ+RGrrXfyn5Go8p+Rn8O14zVUZp/mytvP+4J1m1za+vOrgfUq0me/P2c+jXdrr5N8xQUYGAJYuRa21a21qLLcvZTuGZ8H6X5d+1Sw5giHcjzd7v+/fURmrEySise/EMhdoPLtuvNUTae5BUD68gT3We+HNHhl6Ttn7l//u3/uTr+CZ2lw3ukNrdKnwyWdn3juv2zm6U7f5USOkl7f6j8eM3gzxNytuL/pDZ3S/GdXQX/hpdd5+smVX5sJta7vnsx9UCnLL23JVIb04N1dYscTb74WGGfGFGskZ326+Gv4nSkVAowung1SO+GJ+Ssa5be2xSpjWnBahJdpGtbHXsiWSf8iEZ22a8Bc+orNSdQiZFVt8vfu9EJeeuepfd+itTGfcFHC/6tGXa9tb6GPhqSou6vNzIiTFPpfcKTnQd6Zum9HyO1cW+wmsS6chYc4FRsaIkR4ZlW76Yn5K1Xlt7bEKmNqa68JS+J1Y0dDumOrgePXtMwuur+bEpS72Yn5KxPlt5bG6mNe4LVpGaRYsPc19hXv4aq/zmHjS/24bMo+E9k85OaXy0Fhkipq6S49pJ/kLTzq2PXHNgmZe+SanepugX/8Wx+UtOynO1bZXQ0PqOkVFr4R5jyi21qV6uw3GtyHX4KDSqtssX+iUpKpYXby3IWd3LO8ott+t8vEaoTXqS4sKpdUByvpFRa+FuY8o/Y1C7BlbeCYpse/CJOj/fOUGwIBeyJSkqlhb+WrbXax9bagl/C9Okv4YoNOaJejfN0T9csVauiYynlKSmVFm49lresPH/9tLeaLmt1WNfNqquUQ4FqGF2kkRfsV4e65T/uVTUlpdLCLWU5q3NyTjbvtWtrWrAe/1fVHh07LX4MPTKk4Hc4HHI4HG7n7Ecku5FPP2JbSTetco2hFOVK/7tCytoq1WorHXGcPI6Sly6FxBkSqmnEtJIGH5ezT8pyBo+2ZQXpuv8lylFiU/XAUk29eJ8aRxWddN2BAj+9uj5a17Y0ySiUgbbtD9J1HyTKcaQsZ5fuU+PoYzl79+cIvfB9rPKL/dSgRpFmDkxVkL+HO6witmUG6bq5ZXkLKtXUy47lLXlZrNolFBo/wmMy2zKDdN07x+Xsin1qXPaKyKUtDyshvFg1w45oW4ZdLyyL0Y4DgZpyhcEjdyawLSNI1806Lm9X7VPj2CJtTHWNdk75LlqP9MlUi1oOfbwpXMPeraPP7til+lX4vTbb0oN03ZvH5ezafWpc8+TfBR9uiFCjGIfOS+QJEirO677h1q1bNXPmTP3666+SpF9//VV33323brnlFn399ddndB/JycmKiIhwO5KXeRvJWZa1TXqrrTS7k7RhmnTpbCm6hcFBmdyBbdLbbaV3O0k/TZP6k7Mz0SCySB9fs0vzBqXo+nOyNfrrWtp+IMjtmtwiP935RW01qlGkeztkneKeqo4GNYr08fW7NO/aFF1/brZGL66l7VnHcnZ5s8Oaf/0u/XfQbtWPLNLIL+PlOGKieU6DNIgq0sc37NK8wSm6vnW2Ri9y5W3pHyFavbu6/n0BHcMTNYgq0sc379K8m1J0fbtsjf68lrbvd621a9tmq0fDfDWLLdLl5xzW85emaclvYUo5aOQbqsyhQXSRPr5tl+bdnKLr22dr9IJa2p4ZpNKyruu17Q5pUJsctYxz6N8XZqpBdLE++inC2KAN1iC6SB/ftUvzbk/R9R2zNfrjWtqe4f67oLDYps82hemq83IMitKHOE10mJBXPfWFCxdqwIABCg0NVX5+vubPn6+bbrpJbdq0UWlpqS666CItXrxYvXv39ng/Y8eO1ahRo9zO2V82+Ae/tFg6+Ifr32kbpPiOUsf7pa3vSwF2yR7h3uUPqSXlpRkTq1mUFkuHynKWvkGK6+h6s+6Su4yNy+SC/KV6Ea6uVqtYhzZl2PX2pkg9leQqvnKLbLrts9oKCSzV1Iv3KpBOtStnZfP4rWqW5eynSD3V25WzMHupwuylqh9ZrDZxBTr/9cZa8keoLm122MiwDRfkL9WrUZa3Wg5tSrfr7Q2Rsgc4lXIoUB2nNna7fsSCBHWoXaB3rtljRLim4JazOIc27bPr7XWReurik58ctYl3dVx3HQxUYo2q26mWyvJW1q1vFe/Qpr12vb02Urd3PSBJahTj3rluFF2kvdlVe6o4KECqV/ZehlYJDm1KtevtHyL11GXH1trCX0JVWOyngW0o+PH3ePXT9tRTT+nhhx/WM888o7lz52rw4MG6++679eyzz0pyFfLjx48/bcFvt9tlt9v/RiSVwObn2oIzbb1UUiTV7yNt+5/rtqimUkQ914w/jvkrZ/BKqdOmohJXNzq3yE+3flZbQf5OTeu/V3Yjd7AwseNzdhKnTU7p1LdXYX/lbUTXLF19rvuo2GVv19fYpEz1asSWf8fztNa2Zrge72JDj1RmSD7hr7zViTiimqFHtCPLvXO980CgejZinOx4pU6bik54ZfKjDRHq3SxXUbzPBn+TV2X2li1b9Pbbb0uSrrnmGt1444266qqrjt4+ZMgQzZw58+xGWBmSnpP+/FLKSZGCwqSWg6V6F0hz+0mOHOmnGVKfF6WCA1JRjnThZGnPyqr9ht0ez0k7jstZi8FS3QukD/u5bq9ey/Ueh8iyDmLMuVLRYelwilR48JR3a3UTV8eoZ2Ke4kOLlVfsp89+D9eavdU049IDyi3y0y0LaqvgiJ8m9Nmr3GI/5ZY1DaOCS4zfYtIgE7+PUc/6eYoPK1ZekZ8+2xauNXuqacbAA9qdHagvfgtVt3r5iqpWorTcAE1fF6XgAKeS6lftYmLidzHq2eC4vP0arjW7q2nGoAOKDSkp9426CeHFqhtRdYvXictj1LNhnuLDy3L2S7jWpFTTjGsOKOVgoBb8EqakRnmKrFaibRl2JX8dq45189W8nLnrqmTiNzHq2ei4vG0J15pd1TTj+gOy2aRbuxzQ5G+j1byWQy1qOTT/53D9mRWkVwZV3fc+TPwqRj0b5yk+oixnm8K1Zmc1zbjxwNFrdmUFau2uapo+JNXASH0I/TGPvO6r22yuZ59+fn4KDg5WRMSxUZywsDBlZ/vgGwxDakqXvi2FxrvGdjJ+dhX7f+3M89UDrn33r/zI1cHeUfaHt6qy6jWl/m9LIfFSUbaU+bOr2N9VlrO2d0ldnzh2/fXfuT5+OUzaMruyozWNrAJ/jf46Thl5/goLKlWzaIdmXJqqbnXz9UNqNf2UUU2SdOGcBm5ft3TIn6oTXjULsawCf41eXJYze6maxTg0Y2CquiXmKz3XX+v2VtfsjTWU4/BXdPUj6lC7QO9dnaLo6lW7I5aV76/RC49ba7EOzRiUqm718k//xVVUVp6/Rn923FqLdWjGNanq1iBf+3ICtGpXdb29robyi22KDz+ii5rm6p6uB05/xxaXleev0Z/GKSO3LG81XX9Uq1tD11obdv4hFR2xKXlJrLIL/dW8pkNvDd5TpcegsvL8NXr+cTmr5dCMG1PVrdGxn8+PfgxXXPgRdW/Ezyz+Pq/+8FabNm30/PPP6+KLL5Ykbd68Wc2bN1dAgOt5w3fffaehQ4fqzz//9D4SI//wlq/ifWIVY7bxMV/AWqsY1pr3WGsVw1rzHmutYsz6h7deMlEd+YD5cuTVQ8Tdd9+tkpJjXbNWrVq53f7ll1+edn4fAAAAOKvMV2Obilcd/n8UHX7v0Z2oGDph3mOtVQxrzXustYphrXmPtVYxZu3wv2iiOnKU+XJURd8GCAAAAFQN9AQAAADg28zXVDcVOvwAAACAhdHhBwAAgG+jw+8RHX4AAADAwij4AQAAAAtjpAcAAAC+jZEej+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMDr8AAAA8G10+D2iww8AAABYGAU/AAAAYGEU/AAAAPBtThMdXpg2bZpat26t8PBwhYeHq0uXLvryyy+P3l5YWKjhw4crOjpaoaGhGjRokNLT0737JqLgBwAAAAxRp04djR8/XuvXr9e6devUu3dvDRgwQFu2bJEkPfDAA1qwYIE++OADLV++XHv37tWVV17p9fexOZ1Oc7zNIdlmdAS+J9DoAHwUb1X3HmutYlhr3mOtVQxrzXustYq53hxl40nGm6iOHPP3chQVFaUJEyboqquuUmxsrObMmaOrrrpKkvTrr7+qRYsWWrVqlTp37nzG98lDBAAAAHybiZ6HOBwOORwOt3N2u112u93j15WUlOiDDz5QXl6eunTpovXr16u4uFh9+/Y9ek3z5s2VmJjodcHPSA8AAABwliQnJysiIsLtSE5OPuX1mzZtUmhoqOx2u+666y7Nnz9fLVu2VFpamoKCghQZGel2fa1atZSWluZVTHT4AQAAgLNk7NixGjVqlNs5T939Zs2aaePGjcrOztaHH36ooUOHavny5Wc1Jgp+AAAA+DYTjfScyfjO8YKCgtS4cWNJUvv27bV27Vq9/PLLuvbaa1VUVKRDhw65dfnT09MVFxfnVUyM9AAAAAAmUVpaKofDofbt2yswMFBLly49etu2bduUkpKiLl26eHWfdPgBAADg20zU4ffG2LFj1b9/fyUmJurw4cOaM2eOli1bpkWLFikiIkK33nqrRo0apaioKIWHh2vEiBHq0qWLV2/YlSj4AQAAAENkZGTopptu0r59+xQREaHWrVtr0aJFuvDCCyVJL730kvz8/DRo0CA5HA7169dPr776qtffh334fRl7CFcMT3O9x1qrGNaa91hrFcNa8x5rrWLMug//syaqIx81X454iAAAAIBvM1+NbSq8aRcAAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRsEPAAAAWJh5RnqOGB2ADyowOgAfxVrzXrHRAfgo1pr3WGsVw1rzHmutYq43OoBTYKTHIzr8AAAAgIWZp8MPAAAAVAQdfo/o8AMAAAAWRsEPAAAAWBgjPQAAAPBtjPR4RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICFUfADAAAAFsZIDwAAAHwbIz0e0eEHAAAALIwOPwAAAHwbHX6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwCn4AAADAwhjpAQAAgG9jpMcjOvwAAACAhdHhBwAAgG+jw+8RHX4AAADAwij4AQAAAAtjpAcAAAC+jZEej+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRsEPAAAAWBgjPZLUbYzU/Eopurl0pEDas1JaOlrK+u3YNTUaSn1fkOp2lwLs0h8LpYUjpLwM4+I2Uo8xUssrpZjmUnGBtHultPiEnIXWki6aIDW6ULKHSfu3Sd8+K/3yP+PiNlrSGOmcK6XYsrylrJQWjpb2l+Utsp70yM7yv3bO1dLmDystVNPoNUY6tyxnRwqknSulL0ZLmb+5X1evs3Txs1JiJ6m0RNq7UXqjn3Sk0JCwDddnjNT6Sqlm2VrbuVJacELehn8jNb7A/etWviZ9cHelhmoaF42R2lwp1SrL2Z8rpU9GSxm/lX/93V9I5/SXpg+Ufv6kUkM1lX5jpHZXSnHNpaKyvM0fLaUfl7fBr0kt+koRCZIj13XN/0ZL6duMi9tI/xojnXelFF+Wsz9WSh8cl7OQGtKAJ6VzLpKiEqXDmdKPH0sfPyYV5Bgaumkx0uMRHX5JSkyS1k6VZnaW3r1Q8guUBi+WAqu7bg+s7vpcTum/vaVZ3ST/IOnaBZJsRkZunPpJ0g9TpemdpdkXSv6B0tDjciZJV74txTST5lwuTT1X2vo/6Zp5Ulxbw8I2XIMkafVUaVpn6a2ytXbzcXnL3i09F+d+fPW45Dgs/falsbEbpVGStHKqNKWzNL1srd1+wlqr11m6daH022LplfOlVzpK30+RnKXGxW20RknSiqnSy52l18rydtdiKai6+3WrpkuPxx07Pn3EmHjNoHGS9O1U6YXO0pSynN1bTs4kqddIUWGUaZokLZ8qPd9Zerksb/edkLeU9dLsm6UnW0iv9JNkk+5fLNmqaBnSNEn6Zqr0bGdpYlnOHjwuZ5EJrmPeQ9LjraS3hkmtLpaGzTA0bPgum9Pp/NuPWE6nUzbb3yx8nzZR4Vw9RnowU5rdU0r5Tmp4oXT9l9KEGlLRYdc19nDp4YPSuxdJO5YaE2exMd+2XNVjpDGZ0oye0q7vXOcePSx9drf003+PXTdmv+uVgA0GPmgdMe5bnyQkRno0U5reU9r5XfnX3LtB2rtB+t9tlRvb8cy01kJipCcypVd7SjvKcnbvKun3JdKix42N7URmW2vPZEqTe0p/luVt+DdS6kbp4wcMDc2NmdZaaIw0PlN6qaf0x3E/n7XbSHd9Jv2ng5ScZo4Ov5nWWmiM9EKm9EJPafspHtdqnys99rP0f42k/X9Wbnx/MdtaezlTer6n9NspctbhKum2/0r3hLhexTTKDJM+0X3ARHXkS+bL0Vl5am2327V169azcVfmYI9wfSw44Prob5fklEocx645UujqHtbtXunhmVLwCTmTXGM+ra6VqtWQbDbXvwOCpZ3LDAnRlE5caydKOE9KaCeto6tz1F9rLb8sZyGxrg5/boY0/Hvp8TTprmVS/W6GhWhK1U7I21/aD5GezpQe2SRd8pwUWK3yYzOrE9ea5MrPsDnSvOHS4XRj4jK7U621vwRVl7reLGX+KR3cXXlxmVn1spzlnSJnkiuvhTnGFvvwWV7N8I8aNarc8yUlJRo/fryio6MlSS+++KLH+3E4HHI4HG7n7EckuyneUWCTLpokpayQMre4TqWulorypD7PS1//21W89h4v+QVIofGGRmsKNpvUf5K0a4WUseXY+XnXSNe8L409IJUUS8X50ntXSAf+MCxUU7HZpEsnSTtXSOlbyr+mw61Sxi9SyqpKDc20bDbp8knSjuNyFt3Q9fHCJ6TPHnLN7re/SbpzqTSxlbR/u0HBmojNJg2cJP25Qko7bq1tmCMd2CXl7JXiW0uXPS/VbCbNHGRYqKZhs0lXTZL+WCHtOy5ng16SdqyUNn1qWGimZrNJV0+Stq+Q9p7wuJZ0t3TFf6TgUCntV9f4T4mZ2uwGsdmk6yZJv6+QUk/xuyA0WrrsMWn59EoNDdbhVYk9adIktWnTRpGRkW7nnU6ntm7dqpCQkDMa7UlOTtaTTz7pdm7cBdITvb2J5h/Sf6pUs5U067jOff5+6aOrpf7TpPPvc3X2N78n7VtftWeE/3JJWc5mnPBqR++npeBIaVYfKW+/1GKga4Z/Rg8pY7MRkZrL5VOlWq2k10/xKlFAsNRmsPTN05Ubl5ldMVWKayW9elzO/poBXv26tG6W6997N0pN+kgdb5G+/HdlR2k+g6ZK8a2kV05Ya6veOPbvfZulnH3S8K9dT6KyDBqzMItrynL20nE5O/cyqWlvaXw74+Iyu+umSrVbSRPKeVz74V1p6xIpPF668CHp9nnShG7SEcfJ11YlQ8pyNv4UvwuCw6T7P5f2/iJ9+kRlRuZbzDdFYypeFfzPPfecpk+frokTJ6p372PVeWBgoGbNmqWWLVue0f2MHTv2pFcL7BMjvAnln3HxZKnJpdLbPaXDqe63/blEmtpYqhYtlR6RHNnSA/ukQ1X8l+Ilk6Vml7pm93OOy1mNhlLnEdLkc6TMX1zn0n+W6vWQOg2XFlTRXUD+cllZ3t44IW/Ha3WV642pP75dubGZ1cDJUotLXbP72cflLGef62PGL+7Xp2+VIhMrLz6zunKy1PJSacoJeStPyg+ujzGNq3bBf/VkqdWl0qSe0qHjcta0txTTSJpwyP362z5yzfi/3KtSwzSd6yZL514qTTwhb38pzHEdGdulHaulFw9Kba+Q1s2t/FjNYvBkqc2lrtn9g+XkLDhUemChVHhYmnKFVGKmN2vAl3hV8I8ZM0Z9+vTRDTfcoMsuu0zJyckKDAz0+pva7XbZ7fa/Eck/4OLJUrMrpHcukA7tPPV1BVmuj/V7SSE1pd+q8Mu6l0yWWlwhvXXByTn7aweVE18BcZZU3V0Z/nLZZKnlFdKbF0gHd576ug63Sr9+6np1pKobOFlqdYX02gUn5+zgTlchG9vM/XxsU+nXKrqz0V+unCyde4U09QLpwM7TX1+7revjX0+iqqKrJ0ttrpBevkDK2ul+2+Lx0so33c89uln66AFp84JKCtCkrpvsKt5fvODkvJXHZnMdgfbTX2tVgydL510h/ecCaf/Ok28PDpNGLZKKHdLky3klBH+L12V2x44dtX79eg0fPlwdOnTQu++++/d36DFa/6lSq8HS+wNc2x+G1HKdd2Qf28O7zTBp/1YpP1Oq00W66GVp9Uvu+85XJZdOlc4dLL03wLVzUWhZzgrLcrb/Vynrd+ny16VFD0n5Wa6RnoYXSu9eamjohrp8qmtM579la+3EvP0lqpFUv6c0+1/GxGkmV0yV2g2WZpXlLKwsZwXH5WzZBOmiJ6W9P7nGeToMde0//85VhoVtuEFTpfaDpRkn5K0wWyoudI3tnDdY2vqFlJclJbSWBr4kbV8u7dtkbOxGuWaq1GGwNH2Aq6N6Ys4Op5f/Rt2DKWdW5FrV9VOljoOlaWV5Cz/uZ7S4UIppILW/Vtq62LWffI06rr37iwqkzV8YG7tRbpgqdRosTT5FzoLDpFFl23S+cYMUHO46JFcOGSc+GSM9Hv2tbTnnzp2rkSNHKjMzU5s2bTrjkZ5yGbkt52OnSMEnw6SfZ7v+3TvZVfRXi3J1s9e/Jv3wUiUFeApGvtfpqVPk7H/DpI1lOYtqLF04XqrXXQoKlQ5sl75/wX2bTiMY+Yroc6fI24fDpA2zj31+0bNS2xukCfWlv79z7t9n5FqbcIr//veHSeuOy1mv0VLX4VL1KFfh//kj0s7vKyXEUzJyrZ1qW7g5w6S1s6XIOtKQ/7rm1INCpEO7pU3zpcXPuJ4gGMXItTblFDl7Z5j0w+zyb5viZFvO106Rt9nDpFWzpYh46cY3pcT2UvUaUk66tP1b6fOn3P84V2Uzcq2damvLt4ZJ38+WmiVJjywr/5pH6ktZu/6hwM6AWbflvN9EzeeXzZejv70P/549e7R+/Xr17dtXISEhFb8jM+3D7yvY3KBiGIH0HmutYlhr3mOtVQxrzXustYqh4D89Exb8f3tyvk6dOqpTp87ZiAUAAADwnvlqbFOp4u+eBAAAAKzN6L1xAAAAgL+HDr9HdPgBAAAAC6PgBwAAACyMkR4AAAD4NkZ6PKLDDwAAAFgYBT8AAABgYYz0AAAAwLcx0uMRHX4AAADAwujwAwAAwLfR4feIDj8AAABgYRT8AAAAgIUx0gMAAADfxkiPR3T4AQAAAAuj4AcAAAAsjJEeAAAA+DZGejyiww8AAABYGB1+AAAA+DY6/B7R4QcAAAAsjIIfAAAAsDBGegAAAODbGOnxiA4/AAAAYGEU/AAAAICFMdIDAAAA38ZIj0d0+AEAAAALo+AHAAAALIyRHgAAAPg2Rno8osMPAAAAWBgdfgAAAPg2Ovwe0eEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhFPwAAACAhTHSAwAAAN/GSI9HdPgBAAAACzNPh/8rowPwQYFGB+CjzLPqfQdrrWJYa95jrVUMa817rDVrocPvER1+AAAAwMIo+AEAAAAL40VAAAAA+DZGejyiww8AAABYGAU/AAAAYGGM9AAAAMC3MdLjER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRocfAAAAvo0Ov0d0+AEAAAALo+AHAAAADJCcnKyOHTsqLCxMNWvW1MCBA7Vt2za3awoLCzV8+HBFR0crNDRUgwYNUnp6ulffh4IfAAAAvs1posMLy5cv1/Dhw7V69WotWbJExcXFuuiii5SXl3f0mgceeEALFizQBx98oOXLl2vv3r268sorvfo+NqfTaY6ppySb0RH4nkCjA/BRvHPFe6y1imGteY+1VjGsNe+x1ipmtjnKxpMMMVEd+W7Fc5SZmamaNWtq+fLl6tmzp7KzsxUbG6s5c+boqquukiT9+uuvatGihVatWqXOnTuf0f3S4QcAAADOEofDoZycHLfD4XCc0ddmZ2dLkqKioiRJ69evV3Fxsfr27Xv0mubNmysxMVGrVq0645go+AEAAODbjB7jOe5ITk5WRESE25GcnHza/4TS0lKNHDlS3bp1U6tWrSRJaWlpCgoKUmRkpNu1tWrVUlpa2hmnhxcBAQAAgLNk7NixGjVqlNs5u91+2q8bPny4Nm/erBUrVpz1mCj4AQAA4NtM9NYCu91+RgX+8e6991599tln+vbbb1WnTp2j5+Pi4lRUVKRDhw65dfnT09MVFxd3xvfPSA8AAABgAKfTqXvvvVfz58/X119/rQYNGrjd3r59ewUGBmrp0qVHz23btk0pKSnq0qXLGX8fOvwAAACAAYYPH645c+bok08+UVhY2NG5/IiICFWrVk0RERG69dZbNWrUKEVFRSk8PFwjRoxQly5dzniHHoltOX0bW4pVDE9zvcdaqxjWmvdYaxXDWvMea61izLot53UmqiPnnnmObLby4545c6aGDRsmyfWHtx588EG99957cjgc6tevn1599VWvRnoo+H0ZD1YVwy9G77HWKoa15j3WWsWw1rzHWqsYCv7T86LgryzM8AMAAAAWRk8AAAAAvs18TXVTocMPAAAAWBgdfgAAAPg2Ovwe0eEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhFPwAAACAhTHSAwAAAN/GSI9HdPgBAAAAC6PgBwAAACyMkR4AAAD4NkZ6PKLDDwAAAFgYBb8kte4hJX8qfZQqLXdK3Qec+tpR01zXXHV/5cVnVuf2kJ7+VJqbKn3llLqekLeHZ7rOH38kf2lMrGbRqof0xKfSu6nSQqfUpZy1Vre59MQn0keHpI9zpVfWSLF1Kz1UUzmnh/TYp9KsVGmBU+p8Qt4WOMs/rnjImHjNoGUP6d+fSjNSpflO6fwTchYcIt0+WXpjtzQ3X3pli9TvTmNiNZMWPaTRn0qvpUrznFLHE/IWUVO6Z6br9nfypH9/KcU1NiZWs7h8jPT0GmlGjjQtXRo1X4pv6n5NoF0aNkV6fb/01mFp5IdSeE1j4jWDS8dI49ZIr+VIk9Ol++ZLcSfk7ILbpTHfSK9lS7OdUvUIY2L1FU4THSZEwS9J1UKk7T9Jk4Z7vq7HQKllZykztVLCMr3gEOnPn6TJHvK25kvp6rhjx7PXV158ZhQcIu34SZp6ipzFN5QmrpB2/yo9coF0d2tpztNSUWGlhmk6f+XttVPk7cY492PSzVJpqbTyo8qN00yCQ6SdP0nTT5Gzm1+U2l0sTbpBGtFCWjBJun2K1PGySg3TdOxleZtxirw9/LFUs6E0YYD0SDspc5f02FeSvXqlhmkqLZKkJVOlxztLyRdK/oHSmMXuObnxJem8y6SXr5aeTpJqJEgP/M+4mI3WLElaOlV6urP0n7KcPbxYCjouZ0HVpU0LpQXPGRcnLIMZfkn6YaHr8CQmQbpvsvRwP2n855UTl9mtXeg6PCl2SAfTKyceX7Buoes4laHPSmu/kGaMPnZu35//fFxmt36h6ziVQyessc4DpE3fSOk7/tm4zGzDQtdxKs27St/MlrYsd32+5A1Xh7/J+dLaBZUToxltXOg6yhPfRGraRRp1jrTnF9e5N++WpqdJ3a6Xvp5ReXGayfP93T9/bZj0eqbUoL3063dStXDpglulKYOlX75xXfP6zdILv0qNO0nbf6j0kA038YScvTlMmlKWs23fuc4tftn1sXlSpYYGa6LDfyZsNunRd6S5E6SdvxgdjW9pc4H0Qbo081fp/lel8CijIzIvm006/xIp9Tfp2YXS3HRp0uryx35wapE1pQ6XSEuqaPF1pn5dKXW8XIpKcH3e6gIpoam0cbGhYZlagN31sfi4V9ycTldjo3l3Y2Iyo79GT3IPuD42aC8FBEmbvzp2zd5trldHmnSp/PjMqNoJOYP3jB7jYaTHAgaPlkqOSB+9YnQkvmXtQun5m6RH+khvjJZaJ0nPfSn5sezKFVlTqh4mXTPG9SrAvy+SVs6XHvufdG5Po6PzHb2HSgWHpZVVeFzgTLwxwtWlnpEqfVAkPb7QNf7zy3dGR2Zee391FamDk6WQSNcYxoBHpJi6UmS80dGZg80m3ThJ2rZC2rPFdS4yzvWkKD/b/dqcdCkirtJDNB2bTRoySfpthZS6xehoYFF/a6QnLy9P8+bN0/bt2xUfH6/rr79e0dHRp/06h8Mhh8Phds5eKtnNWAc2PU8adL90+3lGR+J7lr1/7N87Nks7fpbe+dPV9f/xa8PCMi1b2Q/Aqk+k+ZNc//7zJ6llV+mSu6RN3xoWmk+58BZp2buuAgOndskIqWln6dnLXEVsy57SHVOlA3uln5caHZ05lRyRXrhSunuGNPOg6/NNX0kbvnAVbZBunirVbSU9ySseZ+ymqVLtVtKz5Az/HK9K7JYtW+rAAdfLTbt371arVq30wAMPaMmSJRo3bpxatmypHTtOPzObnJysiIgItyM5pWL/Af+41j2kGjWleSnS0mLXEV9fumeiNLcKzwdXxL4d0qFMKaGK72hxKjn7pSPFUsoJY2MpW6XYRGNi8jUtu0t1mkuL3zQ6EnMLCpaGPCfNHCWt+0zatUn6cqq04n1pQBXe2ehM7NjgerPu0Ajpjnjpuf5SWLSUwXttNGyy1O5S6Zle0oHjNrc4lObapefEXWbCa0nZaZUbo9ncOFlqc6k0vpd0kA1B/hajx3isNNLz66+/6siRI5KksWPHKiEhQbt27dKaNWu0a9cutW7dWo8++uhp72fs2LHKzs52O8aatZ5Z/I50S2vptrbHjsxU1zz/w/0MDs7HxNSWwqOlA/uMjsScjhRLv62V6jRzP1+7qZSxy5iYfM1Ft0q/r5N2/mx0JObmHygFBknOUvfzpSWM3J2pghzp8H7XlpyNOkhrPzE6ImMNmyx1uEJ6treUudP9th3rpSNF0jl9jp2LbyrF1pN+X1WpYZrKjZOl9ldIz/eW9u80OhpYXIVHelatWqXXXntNERGuZ+yhoaF68skndd111532a+12u+x2u/tJI3/HVAuRah/XdY5vIDVuI+UckDJ2uz4e70ixdCBN2v1b5cZpNsHl5K1RG+nwAVfObhonffeRK1cJjaTb/yPt3S6tW2RczEYLDnF/hSOugdSwLGeZu6UPJ0hj33eN7/z0jdThYqnzZa4tOquy4BAp/ri81WogNWjjeoNb5m7XuWphUrerpRkPGhOj2QSHuO8PX6uBVL8sZ/t3S5uXSUMnSI4C10jPOUnSBTe5uv5Vmf2EvNVsINUry1vWbqnzVVJOprQ/RUo8Vxr2srT2Y+nnJYaFbLibp0pdB0sTB7jePxNRy3U+P9v1BueCHGnZDOmGF6W8A67Ph06WfltZNXfokVxjPJ0HSy8PkArLyZnkOhcRJ9UqW491znVdm5Ui5R00Jm4zM2ln3SxsTqfzjFPk5+en9PR0xcbGqnbt2lq0aJFatWp19PZdu3apefPmKigo8D6SJAPnH9smSS8vO/n8l7Ok8TeffH7uDunDSdKHL//DgZ1GoLHfXm2SpInLTj6/aJb08t3SUx9LjdpJoZFS1l5p/WJp5mPSoYzKjfNERm5G2zpJ+s+yk88vmSVNLFtrF90sXTtWiqkj7dkmvTNOWv1pZUZ5MqPXWqskKXnZyeeXznLtuS9J/W6Xbp8k3RQv5edUYnAeGLnWzkmSnll28vmvZ0mTb5Yia0k3JEttL5JCo1xF/5Lp0qcvVXak7oxeay2TpCeWnXx+2Szp1Zul/iOkyx525e/gPunbt6UPn5ZKiis7UndGrrU5pygjXhsmfTvb9e9AuzRkotT1etduRz8vkmbeI2UbuG2zkWtt9ily9sYwaUVZzgaOk654wvM1RjhV7EYbYKL30Xxivhx5XfC3atVKAQEB+v333zVr1iwNGjTo6O3ffvutBg8erD179ngfiZEFv68y+hejr+KvT3iPtVYxrDXvsdYqhrXmPdZaxVDwn54JC36vHiLGjRvn9nloaKjb5wsWLFCPHj3+flQAAADAmTJfjW0qXnX4/1F0+L1Hd6Ji6IR5j7VWMaw177HWKoa15j3WWsWYtcN/uYnqyE/NlyO2YwAAAAAsjJ4AAAAAfJv5muqmQocfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICF0eEHAACAb6PD7xEdfgAAAMDCKPgBAAAAC2OkBwAAAL6NkR6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwOvwAAADwbXT4PaLDDwAAAFgYBT8AAABgYYz0AAAAwLcx0uMRHX4AAADAwij4AQAAAAtjpAcAAAC+jZEej+jwAwAAABZGhx8AAAC+jQ6/R3T4AQAAAAuj4AcAAAAsjJEeAAAA+DZGejyiww8AAABYGAU/AAAAYGGM9AAAAMC3MdLjER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRocfAAAAvo0Ov0d0+AEAAAALo+AHAAAALMw8Iz1HjA7ABxUYHYCPYq15r9joAHwUa817rLWKYa15j7VmLYz0eESHHwAAALAwCn4AAADAwswz0gMAAABUBCM9HtHhBwAAACyMDj8AAAB8Gx1+j+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIVR8AMAAAAWxkgPAAAAfBsjPR7R4QcAAAAsjA4/AAAAfBsdfo/o8AMAAAAWRsEPAAAAWBgjPQAAAPBtjPR4RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICF0eEHAACAb6PD7xEdfgAAAMDCKPgBAAAAC2OkBwAAAL6NkR6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwCn4AAADAwhjpAQAAgG9jpMcjOvwAAACAhdHhBwAAgG+jw+8RHX4AAADAwij4AQAAAAuj4JekNj2k5z+VPkmVvndKPQa4337LOGnOVumrXOnLA9KkJVLL842J1Uza9ZAmfip9niqtcUpJx+XNP0C6d7w052dpea7rmidmSzHxxsVrBuf1kCZ9Ki1KlTY4pQtOWGu9r5CmLpK+3u+6vWkbY+I0m/Y9pMmfSktTpU1OqfeAk68Z/qT09V5pbb70xhIpsXHlx2l21UOlsS9JS3dKP+ZLc76XWnUwOipz8/OTRj4lffOntDlf+nq7NPz/jI7K3FbskHY6Tz6emmJ0ZOYXlyC98o60eb+0PV/66mepdXujo/INThMdJkTBL0nVQqTtP0kTh5d/++7fpBfvlW46V7qnu5S2U3ppsRQZU6lhmk5wiPT7T9KEcvIWXF1qdp701tPSjedJo6+UEpu5niBUZcEh0m8/SeNPsdaqhUgbV0ivjK7cuMyuWlnenj1F3m55RBp8n/T0XdKQTlJBnvT6IinIXrlxmt0zb0pdL5RG3ygNOFf6frH01ldSzQSjIzOvO0dLg++WnrxX6tdC+s9o6fZHpJtGGB2ZeV3eUeoYd+wY0td1/osPjI3L7CIipY+/l44USzf0l3q1lJ56UMo+aHRksACb0+k0x3ORbjajI3D53imNGSh998mpr6keJi3Jke7rI63/utJCO0mxcd/6JGuc0sMDpeUe8taigzR7rXRZopS+u9JCO8kR4761mw1OadRAaVk5OYuvJ32+U7quravQNZqZ1tomp3T/QOnr4/L29V5p9kTXIUmh4dKydOn/hkkL3zciShezrDVJsgdL6w5L9w6Qln9x7PyH66TvvpRefsy42I5nprUmSdMXSFnp0tjbjp2b8qHkKJAevNG4uE5kprV2osdfknpfKl3QxOhI3JltrY1Nljp2k67saXQknqWao2w8yXkmqSMl1+93k6HD762AQGnAHdLhQ65XBXDmQiOk0lIp95DRkcBK6jSQYuOl1V8dO5ebI236QWrTxbi4zMY/QAoIkByF7ucLC6TzuhsTky/4caXUpY9Uv6xYbd5a6tBdWv6lsXH5isBAaeAN0ry3jI7E/C66XPp5nfT6POmndGnRBmnwbaf/OrgYPcZj8pEeQ7bldDgccjgcbufspZLdzE8/ul4iPTnXNaqStU8aeaGUnWV0VL4jyC7d+7y0+D0p77DR0cBKouNcH7PS3c9npUsxcZUfj1nl57qK17sfk/7Y6srPJddLbbtIKduNjs68XhvvesVo8a9SSYnk7y+9+Kj06RyjI/MNFw2UwiOlD2cZHIgPSGwo3Xi39MaL0ivPSW07Sk+9IhUXSR+8bXR08HFeldgbNmzQjh07jn7+zjvvqFu3bqpbt666d++uuXPnntH9JCcnKyIiwu1I3uNd4JVuwzfSsLbSXV2l1Qulp+dJkbFGR+Ub/AOk5+ZJNpv0/N1GRwNUXaNvdP0cfrtX+skh3XCf9Pl7rlfeUL5/XSNdPkR6YLA04DzpkaHSrQ9JV9xkdGS+4dpbpWVfShn7jI7E/Pz8pM0bpPGPSls2Su++Ic15Q7rxLqMj8w1Gd/VN3uH3quC/+eab9ccff0iS3nzzTd15553q0KGDHn30UXXs2FG333673nrr9C/bjR07VtnZ2W7H2DoV+w+oNIX5Uuof0pYfpPG3SSVHpMtuNToq8/MPkJLnuWbSR1xIdx9nX1aa62N0Lffz0bWk/WmVH4+Z7f5TuukC6bwQqXdd6dpOrpGLPX8aHZl5jZkgvT5e+vx96bfN0sf/lWa+JN011ujIzK92otStr/T+m0ZH4hsy9km//eJ+bvtWKSHRmHhgKV6N9Pz+++9q0sQ1x/jqq6/q5Zdf1u2333709o4dO+rZZ5/VLbfc4vF+7Ha77PYTds8w8zhPefz8pEB2APHor2K/bhPp7l5S9gGjI4IV7dkhZe6TOvWRtpW9ryYkTDq3k/T+NGNjM6uCfNcRHil16ye98IjREZlXcPWTXwEpLXH9DoBnV98sZWVIX39udCS+Ye33UqNm7ucaNpVSdxkTDyzFq4K/evXq2r9/v+rVq6fU1FSdf777XvSdOnVyG/nxGdVCpDrH7dmd0EBq0kbKOeCa0x/6qLTiU2n/PtdWnFcOl2JqS99U8S3GPOVt/z5p/IdS8/OkUZe65l7/6sBmH3BtO1YVVQuR6h6Xs9oNXHvt5xyQ0nZL4TWkuEQptmybxPplD/5ZaSfPqFcl1ULc99Wv3UBq1sa1ltJ2S/+dJN35f1LK71LqDunep6XMvdLXHxsVsTl1u8g10rNjm1SvsfTQBGnHr9L8mUZHZl5fL5DueVTamyL9vkVq2U66ZZT0AW9C9chmk666Wfpotuu9Dzi9N16SPlkpjRgrLZgntT1fGnKH9MgdRkfmG0w6SmMWXm3LeeONN8put+vNN9/UNddco2bNmunpp58+entycrLee+89/fzzz95HYuS2nO2SpCnLTj7/xSxpwl3SE3Oklp2kiBgpJ0vaulaa9Yz067rKjtSd0TXzeUnSa8tOPv/ZLOmNJ6RPdpb/dXddIG1Y/o+FdVpGbl/XPkl6Y9nJ5z+dJT1xs3TZUOnJWSff/voT0utP/rOxeWL0WuuQJM1cdvL5T2ZJ/3ez69/Dn5SuukMKi5R+XCE9c4+06/dKDLIcZtsq8eKrpQeSpbg6ridLiz+SJj3q2tXILIxeaycKCZVGPi1ddIUUXVPK2CsteE+a8pRUbKJgzbbWelwovbNY6tVU2mHwz+GpmOh/31F9L5HGJEsNmki7d0jTX5TmmGwkyqzbcrYx0bacP5kvR14V/Hv37lW3bt2UmJioDh06aNq0aWrfvr1atGihbdu2afXq1Zo/f77+9a9/eR+JWfbh9yVmfLDyBWb7xegLWGsVw1rzHmutYlhr3mOtVQwF/+l5UfB/++23mjBhgtavX699+/Zp/vz5Gjhw4NHbnU6nxo0bpzfeeEOHDh1St27dNG3atKMj9mfKqyHEhIQE/fjjj+rSpYsWLlwop9OpNWvWaPHixapTp46+//77ihX7AAAAQEUZvTNPBXfpycvLU5s2bTR16tRyb//Pf/6jV155Ra+99pp++OEHhYSEqF+/fiosLCz3+lPhL+36MroTFUMnzHustYphrXmPtVYxrDXvsdYqxqwd/tYmqiN/rliObDabW4ff6XQqISFBDz74oB566CFJUnZ2tmrVqqVZs2bpuuuuO+P7ZpsBAAAA+Daju/rHHQ6HQzk5OW7HiX9w9kzs2LFDaWlp6tu379FzERER6tSpk1atWuXVfVHwAwAAAGdJuX9gNjnZ6/tJS3P9LZlatdz/zkytWrWO3namvNqWEwAAAMCpjR07VqNGjXI7d9Lfn6pkFPwAAADwbSZ6a0G5f2C2AuLi4iRJ6enpio+PP3o+PT1dbdu29eq+GOkBAAAATKZBgwaKi4vT0qVLj57LycnRDz/8oC5dunh1X3T4AQAAAAPk5uZq+/btRz/fsWOHNm7cqKioKCUmJmrkyJF65pln1KRJEzVo0ECPPfaYEhIS3PbqPxMU/AAAAPBtJhrp8ca6devUq1evo5//Nfs/dOhQzZo1S4888ojy8vJ0xx136NChQ+revbsWLlyo4OBgr74P+/D7MvYQrhj2q/Yea61iWGveY61VDGvNe6y1ijHrPvznmKiO3GK+HDHDDwAAAFgYIz0AAADwbeZrqpsKHX4AAADAwujwAwAAwLfR4feIDj8AAABgYRT8AAAAgIUx0gMAAADfxkiPR3T4AQAAAAuj4AcAAAAsjJEeAAAA+DZGejyiww8AAABYGB1+AAAA+DY6/B7R4QcAAAAsjIIfAAAAsDBGegAAAODbGOnxiA4/AAAAYGEU/AAAAICFMdIDAAAA38ZIj0d0+AEAAAALo+AHAAAALIyRHgAAAPg2Rno8osMPAAAAWBgdfgAAAPg2Ovwe0eEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhFPwAAACAhZlnpOd7Xovxms1mdAS+yTyr3neQs4oJNDoAH8RaqxjWmvfSqTsshf+dHtHhBwAAACyMXgoAAAB8Gx1+j+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRsEPAAAAWBgjPQAAAPBtjPR4RIcfAAAAsDAKfgAAAMDCGOkBAACAb2OkxyM6/AAAAICF0eEHAACAb6PD7xEdfgAAAMDCKPgBAAAAC2OkBwAAAL6NkR6P6PADAAAAFkbBDwAAAFgYIz0AAADwbYz0eESHHwAAALAwOvwAAADwbXT4PaLDDwAAAFgYBT8AAABgYYz0AAAAwLcx0uMRHX4AAADAwij4AQAAAAtjpAcAAAC+jZEej+jwAwAAABZGwQ8AAABYGAU/zq577pF27JAKCqTVq6WOHY2OyPy695DmfyrtSpWKndLlA4yOyPweGiOtWCNl5Ei70qV586UmTY2OytxuvUta+ZO0J9t1fLVSuvBio6PyLfePlg44pedeMjoSc3tonJTudD9WbDU6Klid00SHCVHw4+y55hrpxRelJ5+UzjtP+uknadEiKTbW6MjMLSRE+vkn6b7hRkfiO3okSa9NlZI6S5deKAUESp8tlqpXNzoy80rdIz0xRkpqL13QQVr+tfTeJ1LzlkZH5hvadZCG3Slt/snoSHzDr5ulVnHHjsu7Gx0RUKXZnE6nSZ+L4LRsNqMjcLd6tbR2rTRihOtzm03avVuaPFl6/nljYzuemd+qXuyUBg2UPv3E6EjcmTlnkhQTI+3OlPr2lL7/zuhojgk0OoDT2JUl/d/D0jtvGR3JMWZcayEh0jcbpIfvkR78P2nzRunfDxgdlTszrbWHxkn9B0p92hkdiWfplD+WUsNENdFB860tOvw4OwIDpfbtpa++OnbO6XR93qWLcXGhagiPcH08eMDYOHyFn5806Fqpeoi0ZpXR0Zjff6ZKSz6Xli81OhLf0bCJ9FOqtOYP6dX/SrXrGh0RUKV51UsZMWKErrnmGvXo0eNvfVOHwyGHw+F2zm63y263/637hYFiYqSAACk93f18errUvLkxMaFqsNmkCZOklSukX7YYHY25tWwlfbVKCg6WcnOlIVdI25it9ujKa6U250l9eD/SGdvwg3TfMOmPbVLNeFfH/5PvpKRWUl6u0dEBVZJXHf6pU6fqggsuUNOmTfX8888rLS2tQt80OTlZERERbkdycnKF7gtAFTdpqnROK+mm64yOxPx+3yZ1byv17iTNmCa9Nltq1sLoqMyrdh3puZelO4ZIJzSp4MHXC6UFH0q/bJKWLZYG/0uKiJQGXGN0ZLAyo9+oa7U37S5evFj/+te/9MILLygxMVEDBgzQZ599ptLS0jO+j7Fjxyo7O9vtGDt2rLehwEz275eOHJFq1XI/X6uWVMEnhsBpvTRZ+telUr9eUmqq0dGYX3Gx9Ocf0sYN0pP/ljb9JN19v9FRmVeb9lLNWtKyDVJGsevofoF0x32uf/sxFXtGcrKlP36TGjQ2OhKgyvL60ercc8/VpEmTtHfvXv33v/+Vw+HQwIEDVbduXT366KPavn37ae/DbrcrPDzc7WCcx8cVF0vr10t9+hw7Z7O5Pl/FjDD+AS9Nli6/Qrq4t7Rrp9HR+CY/P4nH3lP7dqnUrZWU1PbYsWGt9MG7rn970eiq0qqHSPUbSen7jI4EqLIqvB9CYGCgrrnmGl1zzTVKSUnRW2+9pVmzZmn8+PEqKSk5mzHCV7z4ojR7trRunbRmjTRypGt3i5kzjY7M3EJCpMbHdb4aNJDatJEOHHDtcoSTTZoqXTtYunqAlHv42CtL2dlSYaGxsZnVuOekJV9Ke1Kk0DDp6sFSjwukK/oZHZl55eZKW094X0h+nnQw6+TzOGbcBGnxAmnPLqlWgvTIk1JJiTT/PaMjg5WZdJTGLM7KBmiJiYl64oknNG7cOH11/C4tqFrmzXPtuf/UU1JcnLRxo3TxxVJGhtGRmVv7DtLSZcc+f6Hsj/q8PUu69WYjIjK/O+9xfVyy3P387cOk/86u9HB8QmxN6fW3pbh414jF5p9dxf43PGbjLEuoI732nlQjWsrKlNaskP7VWcrab3RkQJXl1T78DRo00Lp16xQdHf1PxoQzZbZ9+H2FGff5NjtyVjFm2hvdV7DWKoa15j324beWcBPVRDnmW1v84S1fRsFfMRQU3iNnFUMR5j3WWsWw1rxHwW8tFPwescUAAAAAYGH0UgAAAODbzNdUNxU6/AAAAICFUfADAAAAFsZIDwAAAHwbIz0e0eEHAAAALIyCHwAAALAwRnoAAADg2xjp8YgOPwAAAGBhdPgBAADg2+jwe0SHHwAAALAwCn4AAADAwhjpAQAAgG9jpMcjOvwAAACAhVHwAwAAABbGSA8AAAB8GyM9HtHhBwAAACyMDj8AAAB8Gx1+j+jwAwAAABZGwQ8AAABYGCM9AAAA8G2M9HhEhx8AAACwMAp+AAAAwMIY6QEAAIBvY6THIzr8AAAAgIXR4QcAAIBvo8PvER1+AAAAwMIo+AEAAAALY6QHAAAAvo2RHo/o8AMAAAAWRsEPAAAAWBgjPQAAAPBtjPR4RIcfAAAAMNDUqVNVv359BQcHq1OnTlqzZs1ZvX8KfgAAAMAg77//vkaNGqVx48Zpw4YNatOmjfr166eMjIyz9j1sTqeTF0F8lc1mdAS+iUE275Gzigk0OgAfxFqrGNaa99IpfyzFTDWRl6V1p06d1LFjR02ZMkWSVFpaqrp162rEiBEaM2bMWQmJDj8AAABwljgcDuXk5LgdDoej3GuLioq0fv169e3b9+g5Pz8/9e3bV6tWrTp7QTlxSoWFhc5x48Y5CwsLjQ7Fp5A375GziiFv3iNnFUPevEfOKoa8+b5x48Y55Xob8dFj3Lhx5V6bmprqlORcuXKl2/mHH37Yef7555+1mBjp8SAnJ0cRERHKzs5WeHi40eH4DPLmPXJWMeTNe+SsYsib98hZxZA33+dwOE7q6Nvtdtnt9pOu3bt3r2rXrq2VK1eqS5cuR88/8sgjWr58uX744YezEhPTkgAAAMBZcqrivjwxMTHy9/dXenq62/n09HTFxcWdtZiY4QcAAAAMEBQUpPbt22vp0qVHz5WWlmrp0qVuHf+/iw4/AAAAYJBRo0Zp6NCh6tChg84//3xNmjRJeXl5uvnmm8/a96Dg98But2vcuHFn/LIMXMib98hZxZA375GziiFv3iNnFUPeqp5rr71WmZmZevzxx5WWlqa2bdtq4cKFqlWr1ln7HrxpFwAAALAwZvgBAAAAC6PgBwAAACyMgh8AAACwMAp+AAAAwMIo+AEAAAALo+D3YOrUqapfv76Cg4PVqVMnrVmzxuiQTO3bb7/VZZddpoSEBNlsNn388cdGh2R6ycnJ6tixo8LCwlSzZk0NHDhQ27ZtMzos05s2bZpat26t8PBwhYeHq0uXLvryyy+NDsunjB8/XjabTSNHjjQ6FFN74oknZLPZ3I7mzZsbHZbppaam6oYbblB0dLSqVaumc889V+vWrTM6LFOrX7/+SWvNZrNp+PDhRocGC6DgP4X3339fo0aN0rhx47Rhwwa1adNG/fr1U0ZGhtGhmVZeXp7atGmjqVOnGh2Kz1i+fLmGDx+u1atXa8mSJSouLtZFF12kvLw8o0MztTp16mj8+PFav3691q1bp969e2vAgAHasmWL0aH5hLVr1+r1119X69atjQ7FJ5xzzjnat2/f0WPFihVGh2RqBw8eVLdu3RQYGKgvv/xSv/zyiyZOnKgaNWoYHZqprV271m2dLVmyRJJ09dVXGxwZrIB9+E+hU6dO6tixo6ZMmSLJ9WeO69atqxEjRmjMmDEGR2d+NptN8+fP18CBA40OxadkZmaqZs2aWr58uXr27Gl0OD4lKipKEyZM0K233mp0KKaWm5ur8847T6+++qqeeeYZtW3bVpMmTTI6LNN64okn9PHHH2vjxo1Gh+IzxowZo++//17fffed0aH4tJEjR+qzzz7T77//LpvNZnQ48HF0+MtRVFSk9evXq2/fvkfP+fn5qW/fvlq1apWBkcHqsrOzJbmKV5yZkpISzZ07V3l5eerSpYvR4Zje8OHDdckll7g9vsGz33//XQkJCWrYsKGGDBmilJQUo0MytU8//VQdOnTQ1VdfrZo1a6pdu3Z64403jA7LpxQVFem///2vbrnlFop9nBUU/OXYv3+/SkpKTvqTxrVq1VJaWppBUcHqSktLNXLkSHXr1k2tWrUyOhzT27Rpk0JDQ2W323XXXXdp/vz5atmypdFhmdrcuXO1YcMGJScnGx2Kz+jUqZNmzZqlhQsXatq0adqxY4d69Oihw4cPGx2aaf3555+aNm2amjRpokWLFunuu+/Wfffdp9mzZxsdms/4+OOPdejQIQ0bNszoUGARAUYHAMBl+PDh2rx5M/PBZ6hZs2bauHGjsrOz9eGHH2ro0KFavnw5Rf8p7N69W/fff7+WLFmi4OBgo8PxGf379z/679atW6tTp06qV6+e5s2bx/jYKZSWlqpDhw567rnnJEnt2rXT5s2b9dprr2no0KEGR+cbZsyYof79+yshIcHoUGARdPjLERMTI39/f6Wnp7udT09PV1xcnEFRwcruvfdeffbZZ/rmm29Up04do8PxCUFBQWrcuLHat2+v5ORktWnTRi+//LLRYZnW+vXrlZGRofPOO08BAQEKCAjQ8uXL9corryggIEAlJSVGh+gTIiMj1bRpU23fvt3oUEwrPj7+pCfeLVq0YBTqDO3atUtfffWVbrvtNqNDgYVQ8JcjKChI7du319KlS4+eKy0t1dKlS5kRxlnldDp17733av78+fr666/VoEEDo0PyWaWlpXI4HEaHYVp9+vTRpk2btHHjxqNHhw4dNGTIEG3cuFH+/v5Gh+gTcnNz9ccffyg+Pt7oUEyrW7duJ20v/Ntvv6levXoGReRbZs6cqZo1a+qSSy4xOhRYCCM9pzBq1CgNHTpUHTp00Pnnn69JkyYpLy9PN998s9GhmVZubq5b12vHjh3auHGjoqKilJiYaGBk5jV8+HDNmTNHn3zyicLCwo6+RyQiIkLVqlUzODrzGjt2rPr376/ExEQdPnxYc+bM0bJly7Ro0SKjQzOtsLCwk94bEhISoujoaN4z4sFDDz2kyy67TPXq1dPevXs1btw4+fv76/rrrzc6NNN64IEH1LVrVz333HO65pprtGbNGk2fPl3Tp083OjTTKy0t1cyZMzV06FAFBFCi4Sxy4pQmT57sTExMdAYFBTnPP/985+rVq40OydS++eYbp6STjqFDhxodmmmVly9JzpkzZxodmqndcsstznr16jmDgoKcsbGxzj59+jgXL15sdFg+JykpyXn//fcbHYapXXvttc74+HhnUFCQs3bt2s5rr73WuX37dqPDMr0FCxY4W7Vq5bTb7c7mzZs7p0+fbnRIPmHRokVOSc5t27YZHQoshn34AQAAAAtjhh8AAACwMAp+AAAAwMIo+AEAAAALo+AHAAAALIyCHwAAALAwCn4AAADAwij4AQAAAAuj4AcAAAAsjIIfAAAAsDAKfgAAAMDCKPgBAAAAC/t/LJdJ4t+8UeUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x900 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def heatmap():\n",
    "    ######读取文件#####\n",
    "    import seaborn\n",
    "    import numpy as np\n",
    "    from matplotlib import pyplot as plt\n",
    "    plt.style.use('default')\n",
    "    #map定义\n",
    "    maps = [[-1 for i in range(8)] for j in range(8)]\n",
    "    wme = [\n",
    "        *[(0,2+i) for i in range(5)],\n",
    "        *[(1,7-i) for i in range(7)],\n",
    "        *[(2,i) for i in range(8)],\n",
    "        *[(3,7-i) for i in range(8)],\n",
    "        *[(4,i) for i in range(8)],\n",
    "        *[(5,7-i) for i in range(8)],\n",
    "        *[(6,i) for i in range(8)],\n",
    "        *[(7,6-i) for i in range(6)],\n",
    "    ]\n",
    "    wme.reverse()\n",
    "    mask = np.full((8,8),False)\n",
    "    for i,j in [(7,0),(7,7),(0,0),(0,1),(1,0),(0,7)]:\n",
    "        mask[i][j]=True\n",
    "\n",
    "    for i in range(58):\n",
    "        maps[wme[i][0]][wme[i][1]] = i\n",
    "\n",
    "\n",
    "    plt.figure(figsize=(10,9))\n",
    "    seaborn.heatmap(maps,cmap='autumn',mask=mask,annot=True)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def filterCurve(getlist = [],devtype=\"\",legend=False):\n",
    "    #读取所有曲线的电学参数\n",
    "    import numpy as np\n",
    "    import pandas\n",
    "    import gTdev\n",
    "    from matplotlib import pyplot as plt\n",
    "    plt.style.use('default')\n",
    "\n",
    "    currentType = ['DrainI',\"SourceI\"][1]\n",
    "    ######绘制图像#####\n",
    "    plt.title(\"Transfer Curve Analysis\")\n",
    "    plt.xlabel(\"GateV(V)\")\n",
    "    plt.ylabel(currentType+\"(A)\")\n",
    "    plt.yscale(\"log\")#对数坐标，如果需要线性坐标可以注释掉这一行\n",
    "    #绘制图像\n",
    "    ######读取文件并提取曲线#####\n",
    "    testFiles = gTdev.gtfile(location='./data',key=devtype,Y_Axis=currentType)\n",
    "    if testFiles.curves[0].name.startswith('Run0'):\n",
    "        isATE=0\n",
    "    else:\n",
    "        isATE=1\n",
    "    testFiles.curves.sort(key = lambda x:x.name.split('@')[1],reverse=False)\n",
    "    for curve in testFiles.curves:\n",
    "        p = int(curve.name.split('@')[0][3:])-isATE\n",
    "        if getlist and (not p in getlist):\n",
    "            continue\n",
    "        plt.plot(curve.x,curve.y,label = 'DIE'+str(p)+curve.name.split('@')[1].split('.')[0])\n",
    "    if legend:\n",
    "        plt.legend()\n",
    "    plt.show()\n",
    "# 修改getlist里的数值，可以提取对应的die，对应列表见下方的图，devtype可以为'PMOS','NMOS'或者''(提取所有值)\n",
    "# legend:True 显示图例，False 不显示图例\n",
    "filterCurve(getlist = [42],devtype='',legend=False)\n",
    "heatmap()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 晶粒内一致性"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda3\\envs\\starEnv\\lib\\site-packages\\scipy\\optimize\\_minpack_py.py:1010: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ion\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import gTdev\n",
    "\n",
    "alldata = {}\n",
    "\n",
    "class die:\n",
    "    def __init__(self,pos=\"\"):\n",
    "        self.pos = pos\n",
    "        self.curves = []\n",
    "        self.paras = []\n",
    "        self.aver = []\n",
    "        self.stderror = []\n",
    "    def extractPara(self,failure = False):\n",
    "        \n",
    "        for curve in self.curves:\n",
    "            row = []\n",
    "            a = gTdev.transcurve(Id=curve.y,Vgs=curve.x)\n",
    "            if failure and a.isFailure():\n",
    "                continue\n",
    "            row= row + [np.abs(a.Ion.num), np.abs(a.Ioff.num*1e9), a.OOR.num]   \n",
    "            row.append(a.getVth(0).num)\n",
    "            row.append(a.Gm.num * 1000000)\n",
    "            row.append(a.SS.num * 1000)\n",
    "            self.paras.append(row)\n",
    "        self.paras = pd.DataFrame(self.paras, columns=['Ion','Ioff','OOR','Vth','Gm','SS'])\n",
    "    def calAS(self):\n",
    "        for para in ['Ion','Ioff','OOR','Vth','Gm','SS']:\n",
    "            try:\n",
    "                self.aver.append(np.mean(self.paras[para]))\n",
    "            except:\n",
    "                self.aver.append(None)\n",
    "            try:\n",
    "                self.stderror.append(np.std(self.paras[para]))\n",
    "            except:\n",
    "                self.stderror.append(None)\n",
    "\n",
    "\n",
    "testFiles = gTdev.gtfile(location='./data',key=\"PMOS\",Y_Axis='SourceI',Z_Axis='GateI',absY=True)\n",
    "for curve in testFiles.curves:\n",
    "    pos = curve.name.split('@')[0]\n",
    "    if pos in alldata:\n",
    "        alldata[pos].curves.append(curve)\n",
    "    else:\n",
    "        alldata[pos]=die(pos)\n",
    "        alldata[pos].curves.append(curve)\n",
    "for pos in alldata:\n",
    "    alldata[pos].extractPara(failure=True)\n",
    "    alldata[pos].calAS()\n",
    "\n",
    "paraid = 0\n",
    "restable = [[data,\n",
    "             \"{:.4g}\".format(alldata[data].aver[paraid]),\n",
    "             \"{:.4g}\".format(alldata[data].stderror[paraid])\n",
    "             ] for data in alldata]\n",
    "dispara = ['Ion','Ioff','OOR','Vth','Gm','SS'][paraid]\n",
    "print(dispara)\n",
    "result = pd.DataFrame(restable,columns=['die',dispara+'_Aver',dispara+'_std'])\n",
    "#from IPython.display import display\n",
    "#display(result)\n",
    "\n",
    "def extractPara(AllCurves,dType):\n",
    "    dataOut = []\n",
    "    count = [0 for i in range(58)]\n",
    "    for curve in AllCurves:\n",
    "        curve = AllCurves[curve]\n",
    "        p = curve.pos\n",
    "        isATE=0\n",
    "        p = int(p[3:])-isATE\n",
    "        count[p]+=1\n",
    "        c = count[p]\n",
    "        name = f\"{dType}-Vgs-4-{58}-2-initial-{p+1}-D{p+1}{'A'+str(c) if c!=1 else ''}\"\n",
    "        dataOut.append([\n",
    "            curve.aver[paraid],curve.stderror[paraid],name\n",
    "        ])\n",
    "    return pd.DataFrame(dataOut,columns=[dispara+'_Aver',dispara+'_std','name'])\n",
    "\n",
    "extractPara(alldata,'P').to_csv('./extract/autodie.csv')\n",
    "\n",
    "from wuniform import wuniform\n",
    "from matplotlib import pyplot as plt\n",
    "plt.style.use('default')\n",
    "\n",
    "#for file in ['extract/autoPMOS.csv','extract/autoNMOS.csv']:\n",
    "for file in ['extract/autodie.csv']:\n",
    "    for para in [dispara+'_Aver',dispara+'_std']:\n",
    "        wuniform.drawMap(\n",
    "            dataFile=file,\n",
    "            #mapConf='extract/MapForStarProbeNotch.alib.conf',\n",
    "            mapConf='extract/MapForFz1.alib.conf',\n",
    "            #mapConf='extract/MapForGKM.alib.conf',\n",
    "            valueName=para,\n",
    "            cmap=\"Oranges\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "starEnv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
